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    <title>DEV Community: Curious Paul</title>
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      <title>Build a Product Review Tool For Telegram Bot Using Appsmith</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Wed, 22 Jun 2022 12:55:52 +0000</pubDate>
      <link>https://dev.to/appsmith/build-a-product-review-tool-with-telegram-business-bot-34il</link>
      <guid>https://dev.to/appsmith/build-a-product-review-tool-with-telegram-business-bot-34il</guid>
      <description>&lt;p&gt;&lt;em&gt;"Telegram-Business" is a Telegram bot that connects customers to small-scale businesses. Users can either sign up to use the bot as business owners and create a catalog for their products or use it as customers looking to purchase something from businesses on the bot. It works a lot like the popular 'Whatsapp Business' platform.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;In this article, I will teach you how to use Appsmith to build a product review tool for a Telegram bot. Think of this as a proof of concept of how Appsmith can help small businesses by automating some aspects of their businesses. More specifically, with this app, users can add reviews on products they've used to help others make wise decisions when purchasing, and business owners can take the feedback given to make their products more consumer-friendly.&lt;/p&gt;

&lt;p&gt;If you want to see how I built the Telegram bot you can check this article I wrote about it &lt;a href="https://dev.to/curiouspaul1/building-an-e-commerce-telegram-bot-using-python-and-fauna-1hj5"&gt;here&lt;/a&gt;.&lt;/p&gt;



&lt;h3&gt;
  
  
  Prerequisites
&lt;/h3&gt;

&lt;p&gt;To follow along with the article steps, you should have the following setup:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Appsmith Account: You can create an account with Appsmith for free via this link.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Also, be sure to read the tutorial on how to create a telegram bot via this link.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Overview of the Tool
&lt;/h3&gt;

&lt;p&gt;The process starts by creating a new application on Appsmith, and designing the interface for the product review tool using the available widgets in the design area, as shown below:&lt;/p&gt;



&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FsJSeN0p.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FsJSeN0p.png" alt="review-tool-interface"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This utilizes the &lt;code&gt;rating&lt;/code&gt; widget for the star rating, the &lt;code&gt;text&lt;/code&gt; widget to display the product description, &lt;code&gt;image&lt;/code&gt; widget to show an image of the product, and &lt;code&gt;input&lt;/code&gt; widget for the comment that the user may want to leave on the product as part of their review, and of course a &lt;code&gt;button&lt;/code&gt; widget to submit the review.&lt;/p&gt;



&lt;p&gt;We also want users to see comments made by other people on the product, so we'll design a second portion of the interface right beneath this one, as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FgIt1lRB.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FgIt1lRB.png" alt="review-tool-interface"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This portion consists of a &lt;code&gt;text&lt;/code&gt; widget which describes the section "what others are saying", followed by the &lt;code&gt;list&lt;/code&gt; widget, which has been emptied and contains only a text widget to display the comments by other users. It's empty at the moment so it seems bare, however, once the data kicks in it'll come to life. You can choose to add an outline to the input field to make it more visible as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FmDXerIy.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FmDXerIy.png" alt="review-tool-interface"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;h3&gt;
  
  
  Adding Datasources
&lt;/h3&gt;

&lt;p&gt;We'll start by creating an API to fetch data to display on the &lt;code&gt;list&lt;/code&gt; widget from the bot's database; which is hosted by &lt;a href="https://fauna.com/" rel="noopener noreferrer"&gt;Fauna&lt;/a&gt; which is a serverless database provider, that also provides us with a graphql API through which we can send queries directly to the database. &lt;/p&gt;

&lt;p&gt;We will be querying the database via this graphql api from our Appsmith application. Head over to the &lt;strong&gt;"Queries/JS"&lt;/strong&gt; section and choose to create a new &lt;strong&gt;"Blank API"&lt;/strong&gt;, and add the following details to this new api:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Name: &lt;strong&gt;getProduct&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;URL: &lt;a href="https://graphql.fauna.com/graphql" rel="noopener noreferrer"&gt;https://graphql.fauna.com/graphql&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;method: POST&lt;/li&gt;
&lt;li&gt;Headers: 

&lt;ul&gt;
&lt;li&gt;Authorization: Bearer &lt;/li&gt;
&lt;/ul&gt;


&lt;/li&gt;

&lt;li&gt;body:
&lt;/li&gt;

&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;

    &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="na"&gt;variables&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;null&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="na"&gt;query&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;`
                query {
                    findProductByID(id: "&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;appsmith&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;URL&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;queryParams&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;product_id&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;")
                    {
                        name
                        image
                        description
                    }
                }
            `&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;p&gt;Once you're done your API should look like this:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FlokhtWG.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FlokhtWG.png" alt="getProduct-api"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You will observe that in the body of this API we make use of the &lt;strong&gt;"findProductByID"&lt;/strong&gt; graphql query made available to us via FaunaDB. &lt;/p&gt;

&lt;p&gt;Inside of this query we must specify a product id, namely the product id of the product that is to be reviewed, that way we can fetch the information about the product including the product image and description, which we can then display on our interface via the &lt;strong&gt;image&lt;/strong&gt; widget and &lt;strong&gt;text&lt;/strong&gt; widget.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;id: "${appsmith.URL.queryParams.product_id}"&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;That is what this line does in the query, we fetch the product id from the &lt;strong&gt;&lt;a href="https://docs.appsmith.com/framework-reference/appsmith" rel="noopener noreferrer"&gt;Context&lt;/a&gt;&lt;/strong&gt; object that Appsmith provides us with.&lt;/p&gt;

&lt;p&gt;The &lt;strong&gt;Context&lt;/strong&gt; object contains a number of properties of any Appsmith application that help us store and reference information about our application, for example, the famous "store" object is a part of the context object and we can use it to store information in our application's local store. Here's a list of items available in the Appsmith context object:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FPTc7H7d.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FPTc7H7d.png" alt="appsmith-context-object"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You can find out more about the context object &lt;a href="https://docs.appsmith.com/framework-reference/appsmith" rel="noopener noreferrer"&gt;here&lt;/a&gt;.&lt;/p&gt;



&lt;p&gt;Meanwhile, the item of interest for us here is the &lt;strong&gt;"URL"&lt;/strong&gt; object from the context object, which holds information about our application's URL, including the hostname, and query parameters amongst other things, as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FwhDywiP.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FwhDywiP.png" alt="appsmith-url-object"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This is important to us because we will be passing in information about the product to be reviewed and the user issuing a review as query parameters to our application url, namely the &lt;strong&gt;"product id"&lt;/strong&gt; and the &lt;strong&gt;"user id"&lt;/strong&gt; from the bot. This will make more sense when we integrate the application with the telegram bot.&lt;/p&gt;

&lt;h4&gt;
  
  
  getReviews API
&lt;/h4&gt;

&lt;p&gt;Next, let's add another API that will fetch all the reviews on the given product. So head to the &lt;strong&gt;"Queries/JS"&lt;/strong&gt; section again and choose to create a new API this time with the following details:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Name: getReviews&lt;/li&gt;
&lt;li&gt;URL: &lt;a href="https://graphql.fauna.com/graphql" rel="noopener noreferrer"&gt;https://graphql.fauna.com/graphql&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;method: POST&lt;/li&gt;
&lt;li&gt;Headers:

&lt;ul&gt;
&lt;li&gt;Authorization: Bearer &lt;/li&gt;
&lt;/ul&gt;


&lt;/li&gt;

&lt;li&gt;body:
&lt;/li&gt;

&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;

    &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="na"&gt;variables&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;null&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="na"&gt;query&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;`
                query {
                    findReviewByProductID(product_id: "&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;appsmith&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;URL&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;queryParams&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;product_id&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;")
                    {
                        data {comment}
                    }
                }
            `&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Here we send a query to the bot's database to fetch all reviews from the "Reviews" table that are associated with the given product's id, which is also gotten from the URL query parameter as with the previous API.&lt;/p&gt;

&lt;h4&gt;
  
  
  send_review API
&lt;/h4&gt;

&lt;p&gt;This API is what will handle the creation of new reviews which plays a vital role in our application since that's the main purpose of the application. This API unlike the rest utilizes a graphql mutation (also provided by the FaunaDB graphql API for the bot's database). Below are the details of this API:&lt;/p&gt;



&lt;ul&gt;
&lt;li&gt;Name: send_review&lt;/li&gt;
&lt;li&gt;URL: &lt;a href="https://graphql.fauna.com/graphql" rel="noopener noreferrer"&gt;https://graphql.fauna.com/graphql&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;method: POST&lt;/li&gt;
&lt;li&gt;Headers:

&lt;ul&gt;
&lt;li&gt;Authorization: Bearer &lt;/li&gt;
&lt;/ul&gt;


&lt;/li&gt;

&lt;li&gt;body:
&lt;/li&gt;

&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;

    &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="na"&gt;variables&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;null&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="na"&gt;query&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;`
                mutation {
                    createReview (data: {
                        chat_id: "&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;appsmith&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;URL&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;queryParams&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"
                        stars: "&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nc"&gt;Number&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;Rating1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;)}&lt;/span&gt;&lt;span class="s2"&gt;"
                        comment: "&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;Input1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"
                        product_id: "&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;appsmith&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;URL&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;queryParams&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;product_id&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;"
                    })
                    {
                        _id
                    }
                }
            `&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;As you can see in this mutation query, we reference the data from some of the widgets, including the rating widget, for the value of the ratings that are given. And the "input" widget, which holds the comment given by the user on the product. Also, observe that we fetch the user's telegram id (chat_id) from the URL to associate the new review with that particular user.&lt;/p&gt;



&lt;h3&gt;
  
  
  Connect Datasources To Widgets
&lt;/h3&gt;

&lt;p&gt;Next, we must connect the APIs we've created to the interface via some of the widgets. First, off we want the user to be able to send in a review to the database once they click on the "submit review" button, so to do that, we will open up the properties of the button by clicking on the settings icon next to it, and choose an &lt;code&gt;OnClick&lt;/code&gt; action for the button.&lt;/p&gt;

&lt;p&gt;Head over to the submit button widget and bring up the settings pane, and under the &lt;code&gt;Actions&lt;/code&gt; section, choose the option to &lt;code&gt;Execute a query and then select the&lt;/code&gt;send_review` API from the list of options shown, as shown below:&lt;/p&gt;



&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FAlSfWXk.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FAlSfWXk.png" alt="submit-button-settings"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Not only do we specify an "onClick" action, but we also specify an onSuccess action, which simply brings up a modal that displays a success message, like the one shown below:&lt;/p&gt;



&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FTormR3d.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FTormR3d.png" alt="success-message-modal"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This is a simple modal with just two &lt;code&gt;Text&lt;/code&gt; widgets, so you can create one like that and link it to the &lt;code&gt;onSuccess&lt;/code&gt; action as I have done.&lt;/p&gt;

&lt;p&gt;Next, we must feed data to the list under the &lt;strong&gt;"What others are saying"&lt;/strong&gt; section; click on the widget to bring up the settings for the list. Under the &lt;strong&gt;" items"&lt;/strong&gt; option, add the following to load the data from our &lt;code&gt;getReviews&lt;/code&gt; API:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;&lt;/code&gt;&lt;br&gt;
{{getReviews.data.data.findReviewByProductID.data}}&lt;br&gt;
&lt;code&gt;&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;This will load data from the query onto the list widget as a list of JSON objects. However, we must still specify what data goes where for each list item. In our case, we must specify what data from the "current object" goes to each list item's &lt;code&gt;Text&lt;/code&gt; widget. Recall that each list item has a "text" widget in it, so for that text widget, we will specify its "Text" property to be the following:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;&lt;/code&gt;&lt;br&gt;
{{currentItem.comment}}&lt;br&gt;
&lt;code&gt;&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Lastly, we must add data to the &lt;code&gt;Image&lt;/code&gt; widget and the &lt;code&gt;Text&lt;/code&gt; widget that holds the product's description. For the image, we'll set the "image" property to the following:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;&lt;/code&gt;&lt;br&gt;
{{getProduct.data.data.findProductByID.image}}&lt;/p&gt;

&lt;p&gt;&lt;code&gt;&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Here, I am calling the "getProduct" API, which we created earlier on, and fetching the data from the response of the API call. For the description text widget, we'll set the "text" property to something similar:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;&lt;/code&gt;&lt;code&gt;&lt;br&gt;
  {{getProduct.data.data.findProductByID.description}}&lt;br&gt;
&lt;/code&gt;&lt;code&gt;&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Now that we are done with this, we can deploy the application and fetch the URL. So I'll click on the &lt;strong&gt;Deploy&lt;/strong&gt; button to deploy the application, wait for it to load up completely, then copy the URL from the browser. &lt;/p&gt;



&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FdPzZn0N.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FdPzZn0N.png" alt="deployed-application-interface"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;As observed, the application currently has no data in it because necessary arguments for the APIs &lt;code&gt;getProduct&lt;/code&gt; and &lt;code&gt;getReviews&lt;/code&gt; are not yet present, namely:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;user_id&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;product_id&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you recall, these two parameters were taken from Appsmith's URL context object, which holds information about the current URL of our application - including any query parameters that may be present.&lt;/p&gt;

&lt;p&gt;This is important because I will be passing these two arguments as query parameters to our Appsmith application.&lt;/p&gt;


&lt;h3&gt;
  
  
  Integrate With The Telegram Bot
&lt;/h3&gt;

&lt;p&gt;This brings me to my next stop, which is to implement some logic from the bot to help users who want to leave reviews access my application. &lt;/p&gt;

&lt;p&gt;For this, I will send a message containing the link to our Appsmith application, along with the query parameters, which would contain the "ID" of the product they want to review and their user id on telegram (chat_id) to whoever is interacting with the bot.&lt;/p&gt;



&lt;blockquote&gt;
&lt;p&gt;Note: The code snippets shown below do not show the full implementation of my telegram bot; if you want to see how I built it, kindly refer to this &lt;a href="https://dev.to/curiouspaul1/building-an-e-commerce-telegram-bot-using-python-and-fauna-1hj5"&gt;article&lt;/a&gt;.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Typically, when users come to the bot, they get multiple options when viewing products in a catalog, as shown below:&lt;/p&gt;



&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FvI4GXyP.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FvI4GXyP.png" alt="telegram-bot-options"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;As observed I have added a last option which allows them to &lt;strong&gt;Add Product Review&lt;/strong&gt;, in order to handle that I wrote a handler function that will send back a message containing the Appsmith URL with the &lt;strong&gt;product id&lt;/strong&gt; and their &lt;strong&gt;chat_id&lt;/strong&gt; in the URL as query parameters. Observe:&lt;/p&gt;

&lt;p&gt;`&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;    &lt;span class="n"&gt;appsmith_url&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://app.appsmith.com/app/review- 
    product/review-6179715eb2db5a27f21af7e5&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="n"&gt;product_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;split&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;;&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="c1"&gt;# generate link to appsmith UI
&lt;/span&gt;    &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
       &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
       &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Kindly click on the following link to head over to 
       the review page &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
       &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;appsmith_url&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;?chat_id=&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;&amp;amp;product_id=&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;product_id&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
     &lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;&lt;br&gt;
`&lt;/p&gt;

&lt;p&gt;The &lt;em&gt;appsmith_url&lt;/em&gt; variable holds the URL for our deployed Appsmith application, and contains no parameters, so opening that would just display a "bare" version of the interface we designed. However, notice how i append the &lt;code&gt;?chat_id={chat_id}&lt;/code&gt; option along with the &lt;code&gt;product_id={product_id}&lt;/code&gt; option to the URL before sending it. &lt;/p&gt;

&lt;p&gt;That way the user gets a response that's customized to include their personal id and the id of the product they wish to review. As such, when they click on the URL our Appsmith APIs will be able to fetch the data they need from the &lt;code&gt;context&lt;/code&gt; object and react accordingly. Here's what a typical response from the bot looks like:&lt;/p&gt;



&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F6BukffK.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F6BukffK.png" alt="reponse-from-bot"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Now when they click the link, it'll take them to the Appsmith tool we created but this time with data loaded in, as shown below:&lt;/p&gt;



&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FiySEqVM.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FiySEqVM.png" alt="product-review-interface-alive"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This way, my users can also leave comments on the products, and see reviews on the product, further increasing the trust that they have in the platform and in small scale business ventures.&lt;/p&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;I hope you enjoyed reading that!, this article has shown you how to use the Appsmith context tool as well as how to send GraphQL queries on Appsmith, via the API editor, and ultimately how to build a simple product review tool for any use case you might have. &lt;/p&gt;

&lt;p&gt;I invite you to use what you've learned from this article to build more interesting versions of what I have built or even different tools if you wish, rest assured everything you need to fast-track your development is available to you on Appsmith.com. If you wish to see the code base for my bot you can find it on GitHub &lt;a href="https://github.com/Curiouspaul1/telegram-business" rel="noopener noreferrer"&gt;here&lt;/a&gt;.&lt;/p&gt;

</description>
      <category>serverless</category>
      <category>programming</category>
      <category>webdev</category>
      <category>opensource</category>
    </item>
    <item>
      <title>Adding Two-Factor Authentication Layer To Appsmith Using TypingDNA</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Thu, 21 Apr 2022 14:43:53 +0000</pubDate>
      <link>https://dev.to/appsmith/adding-two-factor-authentication-layer-to-appsmith-using-typingdna-3lpa</link>
      <guid>https://dev.to/appsmith/adding-two-factor-authentication-layer-to-appsmith-using-typingdna-3lpa</guid>
      <description>&lt;p&gt;This article is a detailed guide on adding a layer of protection to your Appsmith applications, using TypingDNA to prevent malicious sign-in attempts into your applications.&lt;/p&gt;

&lt;p&gt;Two-factor authentication comes in many folds, and you most likely have had to validate your sign-in using an OTP (one-time-passphrase) sent via SMS or perhaps via email. All of these classify as two-factor authentication since they add one extra level of protection to resources on the web. This article will look at a "not so common" way of adding two-factor authentication to Appsmith applications.&lt;/p&gt;



&lt;h3&gt;
  
  
  What is TypingDNA?
&lt;/h3&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2Fz7vL3cO.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2Fz7vL3cO.png" alt="TypingDNA logo"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;TypingDNA provides behavioral typing biometrics authentication using sophisticated machine learning algorithms to monitor and verify end-users based on their "typing pattern." Using TypingDNA, we can "recognize" users by how they type.&lt;/p&gt;

&lt;p&gt;TypingDNA monitors the typing pattern of whoever is trying to log into a system and can tell whether or not it's the same user trying to log in or if the user is being impersonated by observing their unique typing pattern.&lt;/p&gt;

&lt;p&gt;This authentication method makes for an excellent 2FA option since we can pick bad heads right from when they're typing in to get access to our application. It's also cheaper to implement than regular 2FA that involves SMS (which, as you can imagine, would involve SMS charges).&lt;/p&gt;



&lt;h3&gt;
  
  
  Table of Contents
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Getting Started With TypingDNA&lt;/li&gt;
&lt;li&gt;Pre-requisites&lt;/li&gt;
&lt;li&gt;Building A Backend Server Using Flask and Heroku&lt;/li&gt;
&lt;li&gt;Interfacing With Appsmith&lt;/li&gt;
&lt;li&gt;Testing&lt;/li&gt;
&lt;li&gt;Conclusion&lt;/li&gt;
&lt;/ul&gt;



&lt;h3&gt;
  
  
  Getting Started With TypingDNA
&lt;/h3&gt;

&lt;p&gt;To use the functionalities that TypingDNA provides, we must first create an account with them and retrieve access keys that will allow us to interact with the TypingDNA API. To sign up for a new account, simply head to the TypingDNA website and click on the &lt;code&gt;Dev Account&lt;/code&gt; option.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FiHF0nSf.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FiHF0nSf.png" alt="TypingDNA homepage"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once you're all set up, log in to your dashboard, and take note of the Authentication API Credentials section, which contains essential keys that we will be using in the following sections to interact with the TypingDNA API.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FdOq6bdQ.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FdOq6bdQ.png" alt="TypingDNA Dashboard"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;For demonstration, we will build a simple authentication flow that involves sign-up, sign-in, and the second layer of authentication using TypingDNA on a simple dashboard built on Appsmith.&lt;/p&gt;

&lt;p&gt;More specifically, a user, who is logged into the platform, has to take the typing biometrics test before they are allowed to be logged onto the platform.&lt;/p&gt;

&lt;p&gt;TypingDNA provides two effective options for typing pattern matching:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Same Text&lt;/strong&gt;: this option allows us to verify how the user types given that they type the same text each time they try to authenticate, as opposed to just generally observing their typing pattern across different texts. An example would be to monitor their typing pattern as they type their email and password (which is unique) and would be the same for every login attempt they make. Pattern matching over the same text allows for even more streamlined authentication wherever it is possible to use it. So when a user's typing pattern is first "enrolled" with TypingDNA using this option, their subsequent typing patterns are checked against their typing pattern for the same text, so trying to log in with an unrecognized credential would fail.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Any text&lt;/strong&gt;: with this option the user's typing pattern is observed as they type various kinds of texts, and is not particular to any kind of text (as is the case with SameText). Here the text used to enroll a user's typing pattern need not be the same as their subsequent typing patters for authentication. &lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For demonstration in this article, we will be using the &lt;code&gt;SameText&lt;/code&gt; option to verify users' typing patterns by observing how they type in their "email" and "password."&lt;/p&gt;



&lt;h3&gt;
  
  
  Pre-requisites
&lt;/h3&gt;

&lt;p&gt;To follow along with this guide, you will need to have the following set up:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Python3&lt;/strong&gt;: Working python installation of versions below v3.9 .&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;TypinDNA account&lt;/strong&gt;: You need to create a TypingDNA account to be able to interact with its API - look at the previous section for instructions on how to do this.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Appsmith account&lt;/strong&gt;: You can create an account with appsmith via this &lt;a href="https://app.appsmith.com/user/signup" rel="noopener noreferrer"&gt;link&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Heroku account and CLI&lt;/strong&gt;: You will also need to have an account with Heroku, which is where we'd be deploying the backend server to, as well as its command line interface tool. You can sign up for a free account via this &lt;a href="https://signup.heroku.com/login" rel="noopener noreferrer"&gt;link&lt;/a&gt;. Follow &lt;a href="https://devcenter.heroku.com/articles/heroku-cli#install-the-heroku-cli" rel="noopener noreferrer"&gt;these instructions&lt;/a&gt; to install the heroku cli tool&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;



&lt;h3&gt;
  
  
  Building A Backend Server Using Flask and Heroku
&lt;/h3&gt;

&lt;p&gt;We'll start by creating a new folder to host our backend application; you can call this whatever you want - mine is called &lt;code&gt;demo&lt;/code&gt;. Navigate to this folder from the terminal and create the following files&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;app.py&lt;/code&gt;: this is where we will write all of our server's code including things like route declaration, and configuration of the server.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;Procfile&lt;/code&gt;: the Procfile is a requirement for deploying applications to Heroku, and we will be making some specifications about the kind of application we want to deploy inside of it.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;models.py&lt;/code&gt;: here is where we'll be defining database models for our backend application.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;sendtp.py&lt;/code&gt;: this file contains a helper function that sends requests to TypingDNA API on our behalf.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;runtime.txt&lt;/code&gt;: this file holds specification for the version of python that we want Heroku to use in running our application in the cloud.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;We'll also add two subfolders inside of the project directory &lt;code&gt;templates&lt;/code&gt; and &lt;code&gt;static&lt;/code&gt;. The templates folder will hold HTML files and the staic folder will contain script files essential to the operation of the server. Inside of the templates subfolder create the following:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;index.html&lt;/code&gt;: this file will contain a simple form, that will help us record the user's typing pattern once they type inside of it, and is served by the backend server in &lt;code&gt;app.py&lt;/code&gt;. It will be displayed whenever the user tries to login to the Appsmith application.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;404.html&lt;/code&gt;: this file is displayed whenever we can't find a certain resource on our server. Its purpose will be made apparent in the later parts of this tutorial.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Next, we have the &lt;code&gt;static&lt;/code&gt; sub-folder which contains javascript files as follows:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;typing-visualizer.js&lt;/code&gt;: from TypingDNA this file is a dependency for certain UI interactions on the typing biometrics form. Copy and paste the code for this file from &lt;a href="https://github.com/Curiouspaul1/appsmith-typingdna/blob/master/static/typing-visualizer.js" rel="noopener noreferrer"&gt;here&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;autocomplete-disabler.js&lt;/code&gt;: from TypingDNA, this file disables autocomplete on the typing biometrics form, because we of course always want to record the users typing pattern and using autocomplete defeats that purpose, which is why this is important. Copy and paste the code for this file from &lt;a href="https://github.com/Curiouspaul1/appsmith-typingdna/blob/master/static/autocomplete-disabler.js" rel="noopener noreferrer"&gt;here&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;typingdna.js&lt;/code&gt;: from TypingDNA, this file is the main dependency for this project, and actually contains the typing pattern recorder as well as other methods that make typingDNA work on the form. Copy and paste the code for this file from &lt;a href="https://github.com/Curiouspaul1/appsmith-typingdna/blob/master/static/typingdna.js" rel="noopener noreferrer"&gt;here&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;index.js&lt;/code&gt;: in this file is where we will make use of these dependencies to make our form interactive, and use it to record typind patterns and send them to our server to process and send to TypingDNA API.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;after doing this your project folder should look like the following:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;core/
|__templates/
|   &lt;span class="nt"&gt;-index&lt;/span&gt;.html
|   &lt;span class="nt"&gt;-404&lt;/span&gt;.html
|__static/
|   &lt;span class="nt"&gt;-typing-visualizer&lt;/span&gt;.js
|   &lt;span class="nt"&gt;-autocomplete-disabler&lt;/span&gt;.js
|   &lt;span class="nt"&gt;-typingdna&lt;/span&gt;.js
|   &lt;span class="nt"&gt;-index&lt;/span&gt;.js
|__app.py
|__models.py
|__sendtp.py
|__Procfile
|__runtime.txt
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;While we're in this folder from the terminal, let's create a new virtual environment using the python package &lt;code&gt;virtualenv&lt;/code&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;virtualenv &lt;span class="nb"&gt;env&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once this is done, activate the virtual environment as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;source &lt;/span&gt;server/bin/activate
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;or if you're on windows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;.&lt;span class="se"&gt;\s&lt;/span&gt;erver&lt;span class="se"&gt;\s&lt;/span&gt;cripts&lt;span class="se"&gt;\a&lt;/span&gt;ctivate
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once you do this you should see your current file path on the terminal prefixed with the name of the virtual environment in parentheses.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Fxg0QIh8.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Fxg0QIh8.png" alt="project folder path on terminal"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The next thing we want to do is to install a number of python dependencies for this project, and we can do that from the terminal using the &lt;code&gt;pip&lt;/code&gt; package manger as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;flask flask-sqlalchemy psycopg2 gunicorn flask-cors
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will install all of the libraries we've listed out in order. Once they're installed, we can begin to add some code for our server inside the &lt;code&gt;app.py&lt;/code&gt; file. Open the file and add the following lines of code to it.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;render_template&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_sqlalchemy&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;SQLAlchemy&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;sqlalchemy.exc&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;IntegrityError&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;werkzeug.security&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;check_password_hash&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_cors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;CORS&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;sendtp&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;send_typing_data&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="n"&gt;base_dir&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;path&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;abspath&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getcwd&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;

&lt;span class="n"&gt;app&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Flask&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;__name__&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;config&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;SQLALCHEMY_DATABASE_URI&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sqlite:///&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;base_dir&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/database.db&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;config&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;SQLALCHEMY_TRACK_MODIFICATIONS&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;
&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;config&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;SECRET_KEY&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;secret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nc"&gt;CORS&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;db&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;SQLAlchemy&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;models&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt;
&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create_all&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;


&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/sign-up&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;register&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;force&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;new_user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;User&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;new_user&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;commit&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="n"&gt;resp&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt;  &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;success&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;msg&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user created successfully&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;201&lt;/span&gt;
    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;IntegrityError&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;resp&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;error&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;msg&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;User with email {} already exists&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;format&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;400&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;resp&lt;/span&gt;

&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/sign-in&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;login&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;force&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# find user
&lt;/span&gt;    &lt;span class="n"&gt;user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;filter_by&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;first&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;error&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;msg&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;No user with email &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;400&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="nf"&gt;check_password_hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;password&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]):&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;error&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;msg&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Password incorrect&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;401&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;success&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;msg&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Logged in successful&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
    &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;

&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/sendtypingdata&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;sendtypingdata&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;force&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;res&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;send_typing_data&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user_tid&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;pattern&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;res&lt;/span&gt;


&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/2fa/&amp;lt;email&amp;gt;&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;twofa&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="c1"&gt;# find user with email
&lt;/span&gt;    &lt;span class="n"&gt;user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;filter_by&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;first&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;render_template&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;index.html&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;user_tid&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;typing_id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;else&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;render_template&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;404.html&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;run&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Here we have declared four routes, including the ones for sign-up and sign-in, as well as the &lt;code&gt;/sendtypingdata&lt;/code&gt; route which simnply sends a request to TypingDNA using the helper function in &lt;code&gt;sendtp.py&lt;/code&gt; file which we will see in a moment. &lt;/p&gt;

&lt;p&gt;The other important route in this is the &lt;code&gt;2fa/&amp;lt;email&amp;gt;&lt;/code&gt; route - this route simply renders a page called &lt;code&gt;index.html&lt;/code&gt; from the server and passes the user's typing id as a context variable to the page.&lt;/p&gt;

&lt;p&gt;We will see why we need to do this in a moment, when we're building the Appsmith application.&lt;/p&gt;



&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;Note&lt;/em&gt; : Implementing TypingDNA doesn't imply that we don't need regular authentication in our backend system, even though it is possible to use it that way. However, it is advised to use it as a second layer of authentication (2FA) after you must have first validated a user's login credentials from your server, which is why we, of course, still need to add sign-up/sign-in endpoints to our server as in the code snippet above.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Next we'll add the following to the &lt;code&gt;models.py&lt;/code&gt; file to define the database model for a user.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;app&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;werkzeug.security&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;generate_password_hash&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;uuid&lt;/span&gt;

&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;User&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Model&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="nb"&gt;id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Integer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;primary_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;nullable&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
    &lt;span class="n"&gt;email&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;unique&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;password&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
    &lt;span class="n"&gt;typing_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;(),&lt;/span&gt; &lt;span class="n"&gt;default&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nf"&gt;str&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;uuid&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;uuid4&lt;/span&gt;&lt;span class="p"&gt;()))&lt;/span&gt;

    &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;__init__&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;self&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt;&lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="nf"&gt;super&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;__init__&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
            &lt;span class="n"&gt;params&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;val&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;params&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;items&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
                &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;lower&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;password&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                    &lt;span class="nf"&gt;setattr&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;self&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nf"&gt;str&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;generate_password_hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;str&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;val&lt;/span&gt;&lt;span class="p"&gt;))))&lt;/span&gt;
                &lt;span class="k"&gt;else&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                    &lt;span class="nf"&gt;setattr&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;self&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;val&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Next, we'll add the code for the &lt;code&gt;sendtp.py&lt;/code&gt; file which just contains a helper function that sends a request to TypingDNA on our behalf.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;urllib.request&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;base64&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;

&lt;span class="n"&gt;base_url&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;https://api.typingdna.com&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
&lt;span class="n"&gt;apiKey&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;tpkey&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;apiSecret&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;tpsecret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;



&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;send_typing_data&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;user_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;pattern&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;authstring&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;apiKey&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;:&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;apiSecret&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="n"&gt;base64string&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;base64&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;encodestring&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;authstring&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;encode&lt;/span&gt;&lt;span class="p"&gt;()).&lt;/span&gt;&lt;span class="nf"&gt;decode&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;replace&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;''&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;urllib&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;parse&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;urlencode&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;tp&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;pattern&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="n"&gt;url&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;base_url&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/auto/&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;user_id&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;

    &lt;span class="n"&gt;request&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;urllib&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Request&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;encode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;utf-8&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;method&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add_header&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Authorization&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Basic &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;base64string&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add_header&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Content-type&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;application/x-www-form-urlencoded&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="n"&gt;res&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;urllib&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;urlopen&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;res_body&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;res&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;read&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;loads&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;res_body&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;decode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;utf-8&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This is the function that is called in the &lt;code&gt;/sendtypingdata&lt;/code&gt; route from the code in the &lt;code&gt;app.py&lt;/code&gt; file as shown below:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/sendtypingdata&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
    &lt;span class="c1"&gt;# code omitted for brevity
&lt;/span&gt;    &lt;span class="c1"&gt;# ..
&lt;/span&gt;    &lt;span class="n"&gt;res&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;send_typing_data&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user_tid&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;pattern&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
   &lt;span class="c1"&gt;# ..
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The function takes in two arguments, a user's "typing id" and a the user's typing pattern. Every user is given a unique "typing id" upon signing up. This is done so that we can safely and uniquely match each typing pattern with the corresponding user.&lt;/p&gt;

&lt;p&gt;So whenever we send a request to TypingDNA API to verify a user based on their typing pattern, we must send along this typing id that's associated with the user, that way TypingDNA can check to see if the pattern we're sending matches with the previously saved pattern for that particular "typing id", and if it does, we will get a positive response from the API, and we can then allow the user to access the application.&lt;/p&gt;



&lt;h4&gt;
  
  
  &lt;strong&gt;Building The Typing Biometrics Form&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;Let us now add the code for the typing biometrics form, which will contain two fields asking for email and password from the user who has just attempted to log in or is just signing up.&lt;/p&gt;

&lt;p&gt;In the &lt;code&gt;index.html&lt;/code&gt; file in the templates/ folder we created earlier on, add the following:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight html"&gt;&lt;code&gt;&lt;span class="cp"&gt;&amp;lt;!DOCTYPE html&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;html&lt;/span&gt; &lt;span class="na"&gt;lang=&lt;/span&gt;&lt;span class="s"&gt;"en"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;head&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;charset=&lt;/span&gt;&lt;span class="s"&gt;"UTF-8"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;http-equiv=&lt;/span&gt;&lt;span class="s"&gt;"X-UA-Compatible"&lt;/span&gt; &lt;span class="na"&gt;content=&lt;/span&gt;&lt;span class="s"&gt;"IE=edge"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;link&lt;/span&gt;
      &lt;span class="na"&gt;rel=&lt;/span&gt;&lt;span class="s"&gt;"stylesheet"&lt;/span&gt;
      &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css"&lt;/span&gt;
      &lt;span class="na"&gt;integrity=&lt;/span&gt;&lt;span class="s"&gt;"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh"&lt;/span&gt;
      &lt;span class="na"&gt;crossorigin=&lt;/span&gt;&lt;span class="s"&gt;"anonymous"&lt;/span&gt;
    &lt;span class="nt"&gt;/&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;link&lt;/span&gt;
      &lt;span class="na"&gt;rel=&lt;/span&gt;&lt;span class="s"&gt;"stylesheet"&lt;/span&gt;
      &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"https://stackpath.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css"&lt;/span&gt;
      &lt;span class="na"&gt;crossorigin=&lt;/span&gt;&lt;span class="s"&gt;"anonymous"&lt;/span&gt;
    &lt;span class="nt"&gt;/&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"viewport"&lt;/span&gt; &lt;span class="na"&gt;content=&lt;/span&gt;&lt;span class="s"&gt;"width=device-width, initial-scale=1.0"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;script &lt;/span&gt;&lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"module"&lt;/span&gt; &lt;span class="na"&gt;src=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('static', filename='index.js')}}"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&amp;lt;/script&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/head&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;body&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;form&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"typing-patterns-form"&lt;/span&gt; &lt;span class="na"&gt;style=&lt;/span&gt;&lt;span class="s"&gt;"width:80%;margin:0 auto"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;h3&lt;/span&gt; &lt;span class="na"&gt;align=&lt;/span&gt;&lt;span class="s"&gt;"center"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Typing Biometrics 2FA&lt;span class="nt"&gt;&amp;lt;/h3&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;p&lt;/span&gt; &lt;span class="na"&gt;align=&lt;/span&gt;&lt;span class="s"&gt;"center"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Please type your username and password again.&lt;span class="nt"&gt;&amp;lt;/p&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"form-group"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
          &lt;span class="nt"&gt;&amp;lt;label&lt;/span&gt; &lt;span class="na"&gt;for=&lt;/span&gt;&lt;span class="s"&gt;"email"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Email Address&lt;span class="nt"&gt;&amp;lt;/label&amp;gt;&lt;/span&gt;
          &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt;
            &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"email"&lt;/span&gt;
            &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"form-control disable-autocomplete"&lt;/span&gt;
            &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"email"&lt;/span&gt;
            &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"email"&lt;/span&gt;
            &lt;span class="na"&gt;placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Enter email"&lt;/span&gt;
          &lt;span class="nt"&gt;/&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"form-group"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
          &lt;span class="nt"&gt;&amp;lt;label&lt;/span&gt; &lt;span class="na"&gt;for=&lt;/span&gt;&lt;span class="s"&gt;"password"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Password&lt;span class="nt"&gt;&amp;lt;/label&amp;gt;&lt;/span&gt;
          &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt;
            &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"password"&lt;/span&gt;
            &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"form-control disable-autocomplete"&lt;/span&gt;
            &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"password"&lt;/span&gt;
            &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"password"&lt;/span&gt;
            &lt;span class="na"&gt;placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Enter password"&lt;/span&gt;
          &lt;span class="nt"&gt;/&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;br&lt;/span&gt; &lt;span class="nt"&gt;/&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;button&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"button"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"typing-patterns-btn"&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"btn btn-primary"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
          Submit
        &lt;span class="nt"&gt;&amp;lt;/button&amp;gt;&lt;/span&gt;
      &lt;span class="nt"&gt;&amp;lt;/form&amp;gt;&lt;/span&gt;
      &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"hidden"&lt;/span&gt;  &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"user_tid"&lt;/span&gt; &lt;span class="na"&gt;value=&lt;/span&gt;&lt;span class="s"&gt;"{{ user_tid }}"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
      &lt;span class="nt"&gt;&amp;lt;script&amp;gt;&lt;/span&gt;
        &lt;span class="kd"&gt;var&lt;/span&gt; &lt;span class="nx"&gt;id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;querySelector&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;#user_tid&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;id&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="nx"&gt;localStorage&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;setItem&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;user_tid&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;id&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
      &lt;span class="nt"&gt;&amp;lt;/script&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/body&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/html&amp;gt;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Observe that I have linked the &lt;code&gt;index.js&lt;/code&gt; script to this HTML file at the top so that we can use the TypingDNA libraries to interact with the form on this page and record the user's typing pattern.&lt;/p&gt;

&lt;p&gt;I have also embedded/stored the user's typing id from the server onto a hidden "input" tag and local storage; this will allow the user to reference the user's way of typing every time the user's typing pattern is being sent to the TypingDNA API.&lt;/p&gt;



&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Note&lt;/strong&gt;: The index.html page is going to be loaded into an iframe on Appsmith and since it is being rendered from our server as opposed to Appsmith which is of a different domain, the localstorage of the iframe would be different from that of our Appsmith application, and we won't be able to store or retrieve anything from it using Appsmith store object. Which is why I am setting the localstorage from inside the index.html file which is on the same domain as my server, that way I can access it from within the iframe later on.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Next, add the following to the &lt;code&gt;404.html&lt;/code&gt; file:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight html"&gt;&lt;code&gt;&lt;span class="cp"&gt;&amp;lt;!DOCTYPE html&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;html&lt;/span&gt; &lt;span class="na"&gt;lang=&lt;/span&gt;&lt;span class="s"&gt;"en"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;head&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;charset=&lt;/span&gt;&lt;span class="s"&gt;"UTF-8"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;http-equiv=&lt;/span&gt;&lt;span class="s"&gt;"X-UA-Compatible"&lt;/span&gt; &lt;span class="na"&gt;content=&lt;/span&gt;&lt;span class="s"&gt;"IE=edge"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"viewport"&lt;/span&gt; &lt;span class="na"&gt;content=&lt;/span&gt;&lt;span class="s"&gt;"width=device-width, initial-scale=1.0"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;title&amp;gt;&amp;lt;/title&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/head&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;body&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;h1&amp;gt;&lt;/span&gt;NOT FOUND&lt;span class="nt"&gt;&amp;lt;/h1&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;p&amp;gt;&lt;/span&gt;
        user with email {{email}} was not found.
    &lt;span class="nt"&gt;&amp;lt;/p&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/body&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/html&amp;gt;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This is displayed whenever a user attempts to login with an email that hasn't been registered yet.&lt;/p&gt;

&lt;p&gt;Next in the &lt;code&gt;index.js&lt;/code&gt; add the following lines of code:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;TypingDNA&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;./typingdna.js&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;AutocompleteDisabler&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;./autocomplete-disabler.js&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;tdna&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;TypingDNA&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;autocompleteDisabler&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;AutocompleteDisabler&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
  &lt;span class="na"&gt;showTypingVisualizer&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="na"&gt;showTDNALogo&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="nx"&gt;autocompleteDisabler&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;disableAutocomplete&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="nx"&gt;autocompleteDisabler&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;disableCopyPaste&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;typingPatternsButton&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getElementById&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;typing-patterns-btn&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;email&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getElementById&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;email&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;password&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getElementById&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;password&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;id_obj&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;querySelector&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;#user_tid&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;frm&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getElementById&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;typing-patterns-form&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kd"&gt;var&lt;/span&gt; &lt;span class="nx"&gt;payload&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{};&lt;/span&gt;

&lt;span class="nx"&gt;typingPatternsButton&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEventListener&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;click&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;text&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;email&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="nx"&gt;password&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;value&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nx"&gt;tdna&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addTarget&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;email&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="nx"&gt;tdna&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addTarget&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;password&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt; 
    &lt;span class="nf"&gt;sendPattern&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;


&lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;sendPattern&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;){&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;pattern&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;tdna&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getTypingPattern&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
        &lt;span class="na"&gt;type&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="na"&gt;text&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;text&lt;/span&gt;
    &lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;id_obj&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt; &lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;){&lt;/span&gt;
      &lt;span class="nx"&gt;payload&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="na"&gt;pattern&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;pattern&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;user_tid&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;id_obj&lt;/span&gt;&lt;span class="p"&gt;};&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;id_obj&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
      &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;id_obj&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;length&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
      &lt;span class="nx"&gt;payload&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="na"&gt;pattern&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;pattern&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;user_tid&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;localStorage&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getItem&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;user_tid&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)};&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;payload&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="nf"&gt;fetch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;/sendtypingdata&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="na"&gt;method&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;POST&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="na"&gt;headers&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Content-Type&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;application/json&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;
        &lt;span class="na"&gt;credentials&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;include&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="na"&gt;body&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;payload&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;then&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;response&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nx"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;then&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;message_code&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
          &lt;span class="nf"&gt;alert&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;In order to verify your identity, you will be required to fill this form a couple of times.&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
          &lt;span class="p"&gt;);&lt;/span&gt;
          &lt;span class="nx"&gt;frm&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;reset&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt; 
        &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
          &lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;result&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="nf"&gt;alert&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
              &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;TypingDNA indicated that there was HIGH confidence in your login pattern&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;);&lt;/span&gt;
            &lt;span class="nb"&gt;window&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;parent&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;postMessage&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Verified&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;*&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
          &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="nf"&gt;alert&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
              &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;TypingDNA indicated that there was LOW confidence in your login pattern&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;);&lt;/span&gt;
          &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
      &lt;span class="p"&gt;});&lt;/span&gt;
    &lt;span class="nx"&gt;tdna&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;reset&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Here we take the inputs from the two fields and then concatenate the two strings into one and pass them to the &lt;code&gt;TypingDNA.getTypingPattern()&lt;/code&gt; method. This method is responsible for recording the typing pattern of the user and takes in two arguments:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;type&lt;/strong&gt;: which specifies the type of pattern matching we want to use, which in this case is "SameText", we specify this using the value of 1 (for SameText), and 0 for "anyText" matching.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;text&lt;/strong&gt;: the typed string that we want the typing pattern for, which is .&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This function generates the pattern in a data form that the TypingDNA API can understand. We then pass this pattern to our flask server on the "/sendtypingdata" endpoint, which utilizes the helper function in &lt;code&gt;sendtp.py&lt;/code&gt; to send a request to TypingDNA to record and validate the user's typing pattern.&lt;/p&gt;

&lt;p&gt;We also send the user's typing id, which can be retrieved from the hidden input tag on the form page or local storage.&lt;/p&gt;



&lt;h4&gt;
  
  
  &lt;strong&gt;Deploying To Heroku&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;The next thing we have to do is to deploy the server to Heroku, to do this we must make some specifications for the deployment first however. In the &lt;code&gt;Procfile&lt;/code&gt; file, add the following:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;web: gunicorn app:app
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This tells Heroku how to run our application. Here, we have specified that to run our application Heroku needs to use the "gunicorn" command and use the name "app" to reference the target application, which is indeed called "app.py."&lt;/p&gt;

&lt;p&gt;The &lt;code&gt;Procfile&lt;/code&gt; deployment specification follows the format of&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;[process_type]: [command]
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The next thing is to specify the python version we want to use using the &lt;code&gt;runtime.txt&lt;/code&gt; file. Head over to your cmd or terminal and type:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;python &lt;span class="nt"&gt;--version&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;or&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;python3 &lt;span class="nt"&gt;--version&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will show you the python version you currently have installed, and in my case, this is shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FkfPU1gb.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FkfPU1gb.png" alt="python version number shown on terminal"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Here it shows that I currently have python version 3.8.8 installed. It may or may not be different in your case, but you need to take note of the version number, so that we can use it to specify what version you want to use to deploy your application. &lt;/p&gt;



&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Important&lt;/strong&gt;: Make sure you're using a python version lower than v3.9+. This is because one of the functions from a library used in the code snippet for sendtp.py has been deprecated in versions 3.9+. This is the &lt;code&gt;base64.encodestring()&lt;/code&gt; method, and has been deprecated in 3.9+, you can of course find a work around, but for the purposes of demonstration, we will just use the library as it is.&lt;/p&gt;
&lt;/blockquote&gt;



&lt;p&gt;Head over to the &lt;code&gt;runtime.txt&lt;/code&gt; and specify your python version as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;python-&amp;lt;your.version.number&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Make sure to specify all the three version number components (major, minor, and patch), the letters are case sensitive and no spaces should be in between the version numbers. Once you're done your runtime specification, should look like the one shown below:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;python-3.8.8
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h4&gt;
  
  
  &lt;strong&gt;Creating A Heroku Application&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;Once you have the Heroku cli tool installed, open up a new terminal and navigate to the project directory, and login using the command:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;heroku login
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This would prompt you to open your browser and log you in from there, by the time its done you should be logged in from the terminal as well, you can now create a new heroku app as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;heroku create tpdemo
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;I called mine &lt;code&gt;tpdemo&lt;/code&gt;, you can give yours any name as well. Since Heroku doesn't allow shared names you might have to come up with a much cooler name than mine. &lt;/p&gt;

&lt;p&gt;Another important thing we must do is to set some environment variables to hold our TypingDNA credentials from earlier. We can directly set environment variables into our Heroku application from the cli as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;heroku config:set &amp;lt;ENV_NAME&amp;gt;&lt;span class="o"&gt;=&lt;/span&gt;&amp;lt;ENV_VALUE&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Using this format, we must set two environment variables, which is required to send API requests to TypingDNA. Copy your TypingDNA "api key" and set it as the value to an environment variable called &lt;strong&gt;"tpkey"&lt;/strong&gt;, copy the "API secret" as well and set it as the value for an environment variable called &lt;strong&gt;"tpsecret"&lt;/strong&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;heroku config:set &lt;span class="nv"&gt;tpkey&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;jheyu123&lt;span class="k"&gt;****&lt;/span&gt;khd54&lt;span class="k"&gt;***&lt;/span&gt;jh
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Before we finally deploy we must tell Heroku, of the things it needs to install before running the application, and this is done using a &lt;code&gt;requirements.txt&lt;/code&gt; file which Heroku will automatically look for during deployment. &lt;/p&gt;

&lt;p&gt;We can easily append the requirements from our virtual environment using pip as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip freeze&amp;gt;requirements.txt
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will take all of the installed dependencies in our virtual environment and add them to a file called &lt;code&gt;requirements.txt&lt;/code&gt;, so you should find that it created a new file for you by that name that has the following contents, or at least similar contents:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;certifi&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2021.10&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;8&lt;/span&gt;
&lt;span class="n"&gt;charset&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;normalizer&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;12&lt;/span&gt;
&lt;span class="n"&gt;click&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;8.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;4&lt;/span&gt;
&lt;span class="n"&gt;colorama&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;0.4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;4&lt;/span&gt;
&lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;
&lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;Cors&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;3.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;
&lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;SQLAlchemy&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.5&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;
&lt;span class="n"&gt;greenlet&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;1.1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;
&lt;span class="n"&gt;gunicorn&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;20.1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;
&lt;span class="n"&gt;idna&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;3.3&lt;/span&gt;
&lt;span class="n"&gt;itsdangerous&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;
&lt;span class="n"&gt;Jinja2&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;3.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;
&lt;span class="n"&gt;MarkupSafe&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;
&lt;span class="n"&gt;psycopg2&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.9&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;
&lt;span class="n"&gt;PyYAML&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;6.0&lt;/span&gt;
&lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.27&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;
&lt;span class="n"&gt;six&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;1.16&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;
&lt;span class="n"&gt;SQLAlchemy&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;1.4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;32&lt;/span&gt;
&lt;span class="n"&gt;urllib3&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;1.26&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;9&lt;/span&gt;
&lt;span class="n"&gt;Werkzeug&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;To deploy the application, we will be using &lt;code&gt;git&lt;/code&gt;, so head back to the terminal and initialize a git repository in the project folder using the &lt;code&gt;init&lt;/code&gt; command, and then &lt;code&gt;add&lt;/code&gt; and &lt;code&gt;commit&lt;/code&gt; the changes to version control history.&lt;/p&gt;

&lt;p&gt;Now we will add a remote origin for the Heroku application, so that we can push and in effect deploy the application from the terminal using git.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;heroku git:remote -a &amp;lt;Your-heroku-app-name&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will create a private repository on heroku that your updates will be pushed to when you push your changes to Heroku. Now we can finally deploy our application by pushing the committed code as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git push heroku main
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This would begin the deployment operation with logs similar to these:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FQmnAt7G.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FQmnAt7G.png" alt="deployment logs"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once its done it should give you a link to the application instance, this link is usually of the format: &lt;code&gt;(your-app-name).herokuapp.com&lt;/code&gt;. Copy this link and paste it in a browser, and add any of the url prefix for any of the endpoints on the server like &lt;code&gt;/sign-up&lt;/code&gt; for example&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F9irAPMq.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F9irAPMq.png" alt="sign-up endpoint shows method not allowed"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We see that the request goes through, and this is sign that the server is up and running and is accessible publicly. Now let's head over to appsmith and build the interface for our authentication.&lt;/p&gt;



&lt;h3&gt;
  
  
  Interfacing With Appsmith
&lt;/h3&gt;

&lt;p&gt;To begin with you want to login to your Appsmith dashboard and create a new application, this should bring you to the development environment like the one shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fia8eg8i1znyuh51d9ilf.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fia8eg8i1znyuh51d9ilf.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This environment is where we'd be building our "application," and it's mostly a drag and drops environment with widgets and other build tools on the left pane, and the broader space to the right is the development area where you drag widgets on.&lt;/p&gt;

&lt;p&gt;Drag and drop a tab widget onto the right pane, and resize it to your taste. The tab widget has two tabs inside it by default called "Tab1" and "Tab2". We're going to be using them for the sign-up and sign-in interfaces, so rename them to "sign-up" and "sign-in" so that your tab widget looks like the one shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FmA0s62T.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FmA0s62T.png" alt="Tab widget"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Next we will create a form using the form widget for the "sign-up" tab, this form will allow new users to sign-up for an account with the application just like every normal application. Remove one of the two buttons that come with the form, since we only need to use one button to submit a sign up. You can also adjust the "border color" as well as the "border width" of the form, to make it more visible.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Fs2jwBCp.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Fs2jwBCp.png" alt="Editing form properties"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Drag the form widget onto the sign-up tab. On the form widget we'll drag and drop input widgets onto it to collect the information we need for sign-up including &lt;code&gt;Name&lt;/code&gt;, &lt;code&gt;Email&lt;/code&gt;, and &lt;code&gt;Password&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;For each of these input widgets we can edit the properties using the settings option on each widget, on the right side of the window. Look for the option that says "Data Type" and change the data type for email and password input fields to "email" and "password" respectively.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F60GnmV2.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F60GnmV2.png" alt="input widget options"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Also use the placeholder property to set a placeholder text for each input field. &lt;/p&gt;

&lt;p&gt;Set the &lt;strong&gt;"Reset Form on Success"&lt;/strong&gt; property on the form submit button to false, by toggling the switch. This will allow us access the form data for further use after sign-up as we will later on see, when we add the iframe widget.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F35rGzOy.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F35rGzOy.png" alt="submit button options"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Lastly, we want to make sure that the length of the password entered is long enough, and we do this to make sure that TypingDNA has enough data to monitor. According to the TypingDNA documentation it is recommended that the total length of characters in both the email and password be 30 or more characters in length for "SameText" pattern matching. We can't control what the email length is, but we can with the password.&lt;/p&gt;



&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F4hIlau2.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F4hIlau2.png" alt="typingdna docs snippet"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We can control this by using the "Valid" property on the input widget setting on the right side of the window. Inside this property we will write the following moustache syntax to specify that we want the length of whatever password is typed to be greater than or equal to 8.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="o"&gt;{{&lt;/span&gt;Input3.text.length &lt;span class="o"&gt;&amp;gt;=&lt;/span&gt; 8&lt;span class="o"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Add this inside the "Valid" option field, and it will automatically raise an error if the password is less than eight characters in length.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FWJNqHLs.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FWJNqHLs.png" alt="valid option for password input"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;After all this is done your form should look something like the one below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FrBpVNC0.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FrBpVNC0.png" alt="sign up form"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Click on the "sign-in" tab and create a sign in form with input fields for "email" and "password" only. Add similar properties for these fields as with the email and password from sign up form. Make sure to also set the &lt;strong&gt;"Reset Form on Success"&lt;/strong&gt; property on the sign-in form submit button to false, by toggling the switch.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F2HJuak6.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F2HJuak6.png" alt="sign in form"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;strong&gt;Adding Two-Factor Authentication Modal&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;While you're still on the sign-in tab, drag another widget onto the drawing area - a modal widget. This widget is like a pop-up that will show up whenever a user has just finished signing up or is trying to login, inside of this modal is where we prompt them to take the Typing biometrics test. Remove the two buttons in the modal since we won't be using them.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FL5uoD1M.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FL5uoD1M.png" alt="modal"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Rename the modal to "&lt;strong&gt;sign_in_modal&lt;/strong&gt;" we will use this name to reference it later on. Also change the title inside it to Typing Biomnetrics or anything you want really.&lt;/p&gt;

&lt;p&gt;Inside of the modal we will now add an iframe widget which will load the typing biometrics form, and record their typing pattern.  You may want to increase the size of your modal to fully accomodate the iframe widget, adjust it accordingly so that it looks like this:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FcaoIlsO.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FcaoIlsO.png" alt="iframe in modal"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Modify the Iframe url to point to the Heroku server url instead on the &lt;code&gt;/2fa/&amp;lt;email&amp;gt;&lt;/code&gt; endpoint. The  part will come from whatever email the user typed into the email field which is why we disabled the form reset on submit earlier on. We can specify this using Appsmith's moustache syntax as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FqsCUgv6.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FqsCUgv6.png" alt="iframe url format"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Input4 is the email field for the sign-in form which we're currently on.&lt;/p&gt;

&lt;p&gt;Next we want to add an &lt;code&gt;onMessageReceived&lt;/code&gt; handler to the iframe's properties. What this will help us do is to automatically redirect the user to the protected application once TypingDNA API verifies the typing pattern. &lt;/p&gt;

&lt;p&gt;This is possible because in the &lt;code&gt;index.js&lt;/code&gt; file we have also specified that the iframe send a message to the parent page (the page on which the iframe sits on ) once we get a positive feedback indicating a match with the user's typing pattern.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// code omitted for brevity&lt;/span&gt;
&lt;span class="c1"&gt;// ..&lt;/span&gt;
&lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;result&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nf"&gt;alert&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;TypingDNA indicated that there was HIGH confidence in your login pattern&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="nb"&gt;window&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;parent&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;postMessage&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Verified&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;*&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="c1"&gt;// ..&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Appsmith can listen for this message and we can setup a handler for when this event happens, or more specifically when the iframe sends a message. We do this using the &lt;code&gt;onMessageReceived&lt;/code&gt; handler in the iframe's properties. Click on the dropdown and choose the option to &lt;br&gt;
"navigate to" a different page.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FG5oGtFj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FG5oGtFj.png" alt="iframe onMessage handler"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Here I specified a page called "App" which we will create in a moment.&lt;/p&gt;

&lt;p&gt;Once you're done with this head back to the sign-up tab and create a similar modal call this one "&lt;strong&gt;sign_up_modal&lt;/strong&gt;", with its own iframe, and url set to your heroku url followed by the "/2fa/" route, for which the  part of this route should correspond to the email typed into the email field on the sign-up form which in my case is "Input2.text".&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Fcdu0jpf.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Fcdu0jpf.png" alt="iframe url on sign-up tab"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Also add the same &lt;code&gt;onMessageReceived&lt;/code&gt; handler for this iframe as with the first one. At the end you should have two modals in your widgets section as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Ff16TaYc.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Ff16TaYc.png" alt="modals"&gt;&lt;/a&gt;&lt;/p&gt;


&lt;h4&gt;
  
  
  &lt;strong&gt;Implementing Form Handlers On Appsmith&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;Let us now add some handlers for the sign-up and sign-in forms that we've just created. Head over to the explorer tab and under the &lt;code&gt;Queries/js&lt;/code&gt; section click the plus icon to create a new query or javascript object. We will be creating two API objects and a javascript object in this case.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FoIIDzcD.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FoIIDzcD.png" alt="create new js object option"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Select the "New Blank API" option to create a new API. It should take you to a new screen where you can edit the properties sof your API as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FsSv1VRZ.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FsSv1VRZ.png" alt="Edit API"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Edit the API name to "sign-up", and change the request type from "GET" to "POST", also paste in your Heroku url, and append the suffix route which is "&lt;strong&gt;/sign-up&lt;/strong&gt;" as defined in our flask server. In the body of the request add following to create a payload that contains data from the sign-up form.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;name&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;email&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input2&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;password&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once you're done the API should look like mine below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FFsHbx4L.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FFsHbx4L.png" alt="signup API"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Create a second API, this time called "sign_in", with a "POST" request and the url should be &lt;strong&gt;/sign-in&lt;/strong&gt;, similar to how it was with the sign-up API. The body for this request should be as follow:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;email&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;password&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input5&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Note&lt;/strong&gt;: If for some reason your input fields aren't numbered in order like with mine, use the correct input widget labels for your case instead of the ones shown. For example if in the sign-in form, your password field is numbered as "inpur7", then you must use input7.text in your request body for the "password" value.&lt;/p&gt;
&lt;/blockquote&gt;



&lt;p&gt;Finally head back to the &lt;strong&gt;"Queries/Js"&lt;/strong&gt; section in the explorer pane again, but this time select the &lt;strong&gt;"New Js object"&lt;/strong&gt; option from the options showed, to create a new javascript object. &lt;/p&gt;

&lt;p&gt;This should bring you to an edit screen, where you can edit the code for your javascript object. Replace the default code snippets in there with the following:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="k"&gt;default&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="na"&gt;sign_up&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;async &lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;sign_up&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;run&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;then&lt;/span&gt;&lt;span class="p"&gt;(()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;showModal&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;sign_up_modal&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
        &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="k"&gt;catch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;e&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;showAlert&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;e&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;message&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;error&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="p"&gt;},&lt;/span&gt;

    &lt;span class="na"&gt;sign_in&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;async &lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;sign_in&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;run&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;then&lt;/span&gt;&lt;span class="p"&gt;(()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;showModal&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;sign_in_modal&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
        &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="k"&gt;catch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;e&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;showAlert&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;e&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;message&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;error&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Inside this JS object, I have defined two functions "sign_up" and "sign_in", which just execute the APIs whenever either one is called, and if we get a positive response from the server it opens up the modal, where we can see the iframe that prompts us to take the typing biometrics test.&lt;/p&gt;

&lt;p&gt;Notice that the sign_up function calls the "sign_up" and the "sign_in" function calls the "sign_in" API as well, each one opens up its own modal using the names we gave them earlier on, accordingly also.&lt;/p&gt;



&lt;p&gt;Head back to the sign-up form and click on the "submit" button to bring up its widget properties on the right pane. Navigate to the "&lt;strong&gt;onClick&lt;/strong&gt;" option and from the list of options under it choose "&lt;strong&gt;Execute a JS Function&lt;/strong&gt;", choose the "sign_up" function from the subsequent drop downs displayed.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FXTE7qao.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FXTE7qao.png" alt="Onclick action for sign-up button"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Click on the sign-in tab and on the submit button for the sign-in form there, choose to "&lt;strong&gt;Execute a JS Function&lt;/strong&gt;" as well, but this time select the "sign_in" function for the sign_in button instead.&lt;/p&gt;



&lt;h4&gt;
  
  
  &lt;strong&gt;Adding a protected page&lt;/strong&gt;
&lt;/h4&gt;

&lt;p&gt;One last thing we must do before we test this, is to add a new page which we will redirect the user to after a successful login, this is in effect the "protected" page that requires successful authentication before it can be accessed.&lt;/p&gt;

&lt;p&gt;Head over to the &lt;strong&gt;"pages"&lt;/strong&gt; section and click the plus icon to create a new page, and rename it to "App". Since we have already added that to the &lt;code&gt;onMessageReceived&lt;/code&gt; handler on the iframe earlier on.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FOA32sZf.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FOA32sZf.png" alt="Pages section"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;On this new page, you can create anything you want, since the dashboard isn't the focus of this tutorial. I made a simple dashboard UI (supposedly), thats shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F5HeIVcp.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F5HeIVcp.png" alt="App page"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We also want to make sure that we hide the page by default so that when we deploy the application its not visible unless users are navigated to it from completing authentication.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FnoCw2Bb.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FnoCw2Bb.png" alt="hide App page option"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;h3&gt;
  
  
  Testing
&lt;/h3&gt;

&lt;p&gt;Finally lets test the authentication flow. Head back to the sign-up form and create a new user.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FVhcTaDB.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FVhcTaDB.png" alt="signup test"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once we press the sign-up button, the 2FA modal shows up and shows us the TypingDNA biometrics test&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F0Aebzx6.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F0Aebzx6.png" alt="TypingDNA biometrics test form"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Here, the user will be prompted to type his login credentials again. Still, this time not to validate the details that the backend server had already done, and the two-factor modal wouldn't even show up if any of the login credentials were incorrect.&lt;/p&gt;

&lt;p&gt;This time, the user types their credentials for TypingDNA to record and save their typing pattern. We're using the "SameText" pattern matching, which observes a typing pattern for a specific text, the user's login credentials, not just any text. The user could even make mistakes while typing these, and it won't matter because TypingDNA is only observing the user's typing pattern at this point.&lt;/p&gt;

&lt;p&gt;So we will type in our login credentials into this form as well and submit it.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FoKBLtLg.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FoKBLtLg.png" alt="filling the test form"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;After our first submission, we get a prompt telling us that TypingDNA needs to observe our pattern some more, to properly identify the user's typing pattern. This is because the user has just signed up, as such TypingDNA can tell using the user's typing id that this user's typing pattern hasn't been recorded yet, and it tries to record and save it by asking the user to fill the form a couple of times.&lt;/p&gt;

&lt;p&gt;According to the TypingDNA documentation, first time pattern recording can require up to 3 or 4 additonal submissions asides the first one. We want to also make sure to type as naturally as possible to avoid having to fill the typing biometrics form for longer.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FwEUO59J.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FwEUO59J.png" alt="succesful pattern recording"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Eventually, on the third or fourth round we get the prompt letting us know that TypingDNA has recorded and verified the user's typing pattern. Click the "Ok" on the alert and it will redirect you to the application.&lt;/p&gt;

&lt;p&gt;Let us also try to sign-in to the application from the sign-in tab, using the details of the user we just created, and see how TypingDNA responds.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Fh7HmNNv.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2Fh7HmNNv.png" alt="sign-in attempt"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The prompt shows up once again, however this time the test immediately recognizes the user's typing pattern since it has recorded it by observing the user's typing pattern over multiple submissions.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FrBs2oHz.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FrBs2oHz.png" alt="successful sign-in"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;This has been quite the run. In this article, we have covered some details about what two-factor authentication is and a brief overview of TypingDNA. We then built a simple authentication flow using Flask and TypingDNA to add an extra layer of protection to a sample Appsmith application. The example used in this article is a relatively simple one, and this model could be adapted to whatever kind of application you plan to build using Appsmith in the future; whether they be slightly more sophisticated than this or even much more complex, you can be sure that you can make it work using the things you've learned from this tutorial.&lt;/p&gt;

&lt;p&gt;The code for this application can be found on my GitHub&lt;br&gt;
 &lt;a href="https://github.com/Curiouspaul1/appsmith-typingdna" rel="noopener noreferrer"&gt;here&lt;/a&gt;&lt;/p&gt;

</description>
      <category>serverless</category>
      <category>security</category>
      <category>programming</category>
      <category>python</category>
    </item>
    <item>
      <title>Building An Inventory Tool Using Appsmith and HarperDB</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Mon, 24 Jan 2022 20:34:03 +0000</pubDate>
      <link>https://dev.to/appsmith/building-an-inventory-tool-using-appsmith-and-harperdb-5h40</link>
      <guid>https://dev.to/appsmith/building-an-inventory-tool-using-appsmith-and-harperdb-5h40</guid>
      <description>&lt;p&gt;In this article, I'll show you how to create an inventory tracking tool that helps small businesses sign up on a platform to view and manage products in their inventory. &lt;/p&gt;

&lt;p&gt;This article covers how to build such a tool using a popular serverless database called &lt;a href="https://harperdb.io/docs/getting-started/" rel="noopener noreferrer"&gt;HarperDB&lt;/a&gt; and Appsmith.&lt;/p&gt;

&lt;h3&gt;
  
  
  Table of Contents
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Setting Up A HarperDB Database&lt;/li&gt;
&lt;li&gt;Building The Management Tool Using Appsmith&lt;/li&gt;
&lt;li&gt;Conclusion&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;HarperDB is a flexible, NoSQL serverless solution for hosting data without having to worry about setting up or configuring your backend architecture to host data, as with traditional applications. This allows developers to focus more on building application logic with little to no involvement in database hassles - HarperDB does all that work for you.&lt;/p&gt;



&lt;h3&gt;
  
  
  Setting Up A HarperDB Database
&lt;/h3&gt;

&lt;p&gt;You'll need to have a HarperDB account; if you don't have one, you can quickly sign up in a few minutes via this &lt;a href="https://studio.harperdb.io/sign-up" rel="noopener noreferrer"&gt;link&lt;/a&gt;. HarperDB offers three main ways to access the service, namely:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;HaperDB Studio&lt;/strong&gt;: It is a web-based graphical user interface that allows users to create and manage HarperDB instances right from the interface. It also has several tools and features to aid the management process. You can find more info about this feature &lt;a href="https://harperdb.io/docs/install-harperdb/" rel="noopener noreferrer"&gt;here&lt;/a&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;HarperDB Local Instance&lt;/strong&gt;: this option allows users to install HarperDB locally on their computers. There are options to install HaperDB using docker, WSL, on windows, or even on Linux OS. To find out more about this, click &lt;a href="https://harperdb.io/docs/install-harperdb/" rel="noopener noreferrer"&gt;here&lt;/a&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;HarperDB Cloud&lt;/strong&gt;: the cloud option allows you to access and use HarperDB from your application remotely without having a server running locally on your machine. Using this option, you can create a database instance online and use an API to communicate with the database. To find out more about this option, you can check &lt;a href="https://harperdb.io/docs/harperdb-cloud/" rel="noopener noreferrer"&gt;here&lt;/a&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;In this article, I'll be using the HarperDB cloud option, so sign in to your harperDB account, and once logged in, use the Create A New Organization button to create a new "organization" to host database instances; fill in the details as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FaHXhFh5.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FaHXhFh5.png" alt="create a harperdb organisation"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Of course, you can name the fields however you want. Then, click the "Create Organisation" button to create an organization. Now you should see your newly created organization show up on your dashboard as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FbZr2QaQ.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FbZr2QaQ.png" alt="newly created organisation"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Click on this new organization, and it should prompt you to create a new HarperDB instance; click on the new button that shows up, and you should be initiated with two options to create an instance.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FZUI6GWn.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FZUI6GWn.png" alt="HarperDB instance options"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Choose the &lt;code&gt;"Cloud Instance"&lt;/code&gt; option, and it will further ask you to fill in some details about the new database instance to be created, as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FZh26MX6.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FZh26MX6.png" alt="HarperDB instance details"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Fill in the details accordingly, as I have done in the image above. Pick a name for your database, and add "access-credentials" to it in terms of a username and a password. You want to make sure to keep these safe and secure; we'll be needing it later on.&lt;/p&gt;

&lt;p&gt;Once you have filled in these details accordingly, click on the &lt;code&gt;instance details&lt;/code&gt; button to move to the next stage. This would bring up a new form, with options to pick from regarding the pricing plans that HarperDB offers. For demonstration in this article, we only need the free tier plan that provides us with decent good storage space and memory usage, as you can see in the image shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FMYmjEV8.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FMYmjEV8.png" alt="pricing plans"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Leave all other settings as they are, and click on the &lt;code&gt;Confirm Insurance Details&lt;/code&gt; button to complete the setup. It'll ask you to confirm the details from the previous steps up to the last step, as it shows you an overview of all the options that you have chosen. Click on the button to agree to the terms and submit the form.&lt;br&gt;
You should now see that it has begun creating your database instance on its cloud system.&lt;br&gt;
You should now see that it has begun the process to create your database instance on their cloud system.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F7dUdQZu.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F7dUdQZu.png" alt="creating instance"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This should take a few seconds to complete; if you don't see any change soon enough, refresh the page and once it's done, click on it to add some tables to it. This should take you to a new page, like the one shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FndMjSXL.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FndMjSXL.png" alt="database instance dashboard"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;On the left side of this page, you can find a field to create a new schema, which would hold our tables. We can add a new schema called "InventoryDB" to have the tables needed for our building inventory tool.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FQrfbdtu.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FQrfbdtu.png" alt="adding a new schema"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Click on the green checkmark to create the new schema, and it should now show some additional options to add &lt;code&gt;Tables&lt;/code&gt; to the database. Let's add a new table called "Products" to hold the details of each product in the inventory.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FTKiLvll.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FTKiLvll.png" alt="adding new table"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;In the &lt;code&gt;hash_attribute&lt;/code&gt; field, I have specified that the hash attribute is called "product_id." The hash attribute is analogous to "Primary Keys" in relational databases and is a unique identifier for every entry in the Products table we just created.&lt;br&gt;
Again click the green checkmark to complete the process to add a new table. The right pane should update and now show a "no record" message, indicating that we haven't added any data to the new table. &lt;/p&gt;


&lt;h4&gt;
  
  
  Adding Data To The Table
&lt;/h4&gt;

&lt;p&gt;ITo add some data to the database, we can do so in several ways that HarperDB provides, but I will be using a CSV file to add some data to the database. You can download the file from &lt;a href="https://drive.google.com/uc?export=download&amp;amp;id=1eGIpdceusHmYz2dqoqPYpT0JvHrTI1bz" rel="noopener noreferrer"&gt;here&lt;/a&gt;. Once you have downloaded the file, click on the file icon to the right of the empty pane as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F9nt57lg.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F9nt57lg.png" alt="upload csv file icon"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This would prompt you to enter the location of the CSV file via a URL or choose it from your local storage. Pick the option to upload the file from local storage, and select the CSV file you just downloaded. Once you select the CSV file, it will automatically detect the number of entries and prompt you to accept the new changes.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F83VHrY7.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2F83VHrY7.png" alt="confirm upload"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Click the &lt;code&gt;insert records&lt;/code&gt; button to confirm the upload. Once it's done processing, it should add a couple of entries into the Products table as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FABM4Rd3.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FABM4Rd3.png" alt="added products to table"&gt;&lt;/a&gt;&lt;/p&gt;


&lt;h3&gt;
  
  
  Building The Management Tool Using Appsmith
&lt;/h3&gt;

&lt;p&gt;To begin with you want to make sure you've signed up on Appsmith, its super-easy you can sign up &lt;a href="https://app.appsmith.com/user/signup" rel="noopener noreferrer"&gt;here&lt;/a&gt;. Once you have that login to your dashboard and create a new application, this should bring you to the development environment like the one shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzqvuk4rf3gh3x2w2ror0.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzqvuk4rf3gh3x2w2ror0.PNG" alt="Appsmith design area"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We'll start by clicking and dragging a &lt;code&gt;table&lt;/code&gt; widget unto the correct area; this table will display a business's product listings and the details of each one:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3lopxptep770g0yu62xi.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3lopxptep770g0yu62xi.PNG" alt="Table widget on the design area"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You can resize the table by dragging on the edges; however, leave some space to add one more widget - a form. This form will collect information for a new product to be added to the list and serve as a means of editing already existing products in the catalog.&lt;/p&gt;

&lt;p&gt;Click and drag the form widget onto the right area so that it fits the right of the table as shown below; you may need to do some resizing to get it to work in there.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvvdmejrqgfpif34nvcyt.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvvdmejrqgfpif34nvcyt.PNG" alt="Form widget on the design area"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h4&gt;
  
  
  Populating The Table
&lt;/h4&gt;

&lt;p&gt;To populate the table with data from our database, we'll be using the HarperDB API, which can be accessed via the cloud instance URL, and you can find that in the config section of the cloud instance dashboard.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FuwCA5B8.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FuwCA5B8.png" alt="Config of cloud insatance"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You'll need the &lt;code&gt;instance URL&lt;/code&gt;, as well as the &lt;code&gt;Instance API Auth header&lt;/code&gt;; you can click on the copy icon beside each one to copy them when required. Next, head over to the appsmith dashboard and click on the &lt;code&gt;Datasources&lt;/code&gt; option to create a new API.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fekjn5x5wva6jomcb6qdb.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fekjn5x5wva6jomcb6qdb.PNG" alt="Appsmith datasources options"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;It should prompt you to enter details about your API on a new page; these include a name for the API (I called mine "FetchProducts"), the URL, headers, and data or request body to be sent to the API. Fill in the details as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FpT1TQOs.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fimgur.com%2FpT1TQOs.png" alt="API config"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Paste the HarperDB Instance URL into the URL field of the appsmith API tool, as shown above.&lt;br&gt;
For the value of Authorization in the headers, It's usually of the format: &lt;code&gt;Basic &amp;lt;Instance API Auth key&amp;gt;&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;Next, we must write a query as part of the request body to fetch all the products from the Products table in our database using SQL query. This is a feature that HarperDB offers its users; even though the database system isn't a relational database, HarperDB can read SQL queries and interact with them as though it were a relational database.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;operation&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;sql&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;sql&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;SELECT product_id, name, description, price, quantity, backorderLimit, backordered FROM InventoryDB.Products&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;p&gt;Here I specify the operation type to be an "SQL" query and then wrote the SQL to query for all data in the &lt;code&gt;Products&lt;/code&gt; table found under our &lt;code&gt;InventoryDB&lt;/code&gt; schema that we created earlier. This is what would be in the body of the request that we will send to the HarperDB API, as you can see below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2FzBRAnco.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2FzBRAnco.png" alt="Sending request to HarperDB API to retrieve data"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Also, please observe that the request type is &lt;code&gt;POST&lt;/code&gt; and not &lt;code&gt;GET&lt;/code&gt;, even though what we're doing is retrieving data.&lt;br&gt;
Now head back to the table widget, and we'll ask the table to fetch data from this API instead of the hard-coded data in it. Click on the table widget, and its context manager should pop up right beside it, and under the field that reads - &lt;code&gt;Table Data&lt;/code&gt;, you want to clear out the hard-coded data in it and add the following instead:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;FetchProducts&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will populate the table with results from the api instead.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2FBk7jGLe.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2FBk7jGLe.png" alt="Table widget populated from API"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We also want to set the Column Type on the &lt;code&gt;price&lt;/code&gt;, &lt;code&gt;backorderLimit&lt;/code&gt;, and &lt;code&gt;quantity&lt;/code&gt; columns to a type of &lt;code&gt;Number&lt;/code&gt; so that Appsmith can adequately handle the data. Appsmith allows us the flexibility of editing columns too; so click on the settings icon on any column you wish to edit and change the settings accordingly.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2Fo9jfZMM.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2Fo9jfZMM.png" alt="Option to adjust column setting"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;So click on the icon, and change the &lt;code&gt;Column Type&lt;/code&gt; from the list of options displayed to &lt;code&gt;Number&lt;/code&gt;, as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2FUXniq1B.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2FUXniq1B.png" alt="Changing column type to type of Number"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;u&gt;Building The Inventory Form&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;To create a form, we'll need the &lt;code&gt;Text&lt;/code&gt; and &lt;code&gt;Input&lt;/code&gt; widgets which will help us to name and create the input fields for the form. For this form, we need fields that correspond to the title of each column, except, of course, the &lt;code&gt;product_id&lt;/code&gt; column. So drag and drop the widget and position them so that the form looks like the one shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2F9Jqb2YR.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2F9Jqb2YR.png" alt="Form design"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;blockquote&gt;
&lt;p&gt;Observe that for the &lt;code&gt;back ordered&lt;/code&gt; column, we drag a &lt;code&gt;Switch&lt;/code&gt; widget to the form as opposed to an input widget because its values are boolean, and that corresponds to a switch or a checkbox widget which can represent both states as checked or unchecked. &lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Now we want to be able to prefill these fields when any product is selected on the table to edit them on the form. To do this, we leverage the &lt;code&gt;Default value&lt;/code&gt; property of the input widget and add "moustache" syntax to fetch data on the selected row and add it to the field. &lt;/p&gt;

&lt;p&gt;Add the following to the &lt;code&gt;Default value&lt;/code&gt; entry on the &lt;code&gt;Product name&lt;/code&gt; field to prefill it with the product's name on a selected row.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Table1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;selectedRow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;name&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If you don't see the details of the input widget, click on the settings icon beside it to bring up the properties of the widget, as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdn851teszb4krh7pdvig.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdn851teszb4krh7pdvig.PNG" alt="Input widget settings"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Do this for the other fields adding in the corresponding column name for each one. Also, set the &lt;code&gt;Data type&lt;/code&gt; property for the input fields: &lt;code&gt;quantity&lt;/code&gt;, &lt;code&gt;backorderLimit&lt;/code&gt;, and &lt;code&gt;price&lt;/code&gt; to the &lt;code&gt;Number&lt;/code&gt; type.&lt;/p&gt;

&lt;p&gt;For the &lt;code&gt;"backordered"&lt;/code&gt; switch use the &lt;em&gt;&lt;code&gt;Default Selected&lt;/code&gt;&lt;/em&gt; option to add the moustache syntax as with the other fields, as shown below; this will automatically change the state of the switch depending on what value on the "backordered" column is for the selected row.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F98pyf4ambwblncx1sk7i.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F98pyf4ambwblncx1sk7i.PNG" alt="Switch widget settings"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;h4&gt;
  
  
  &lt;u&gt;Updating A Product&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;Now let us write a query that helps update the document in the database when we change something in the form and hit the submit button. This query will be tethered to the &lt;code&gt;Submit&lt;/code&gt; button widget automatically added when the form is created.&lt;/p&gt;

&lt;p&gt;We will now create a new API to handle this, using the same steps as we have done for the first one, give this a name (&lt;code&gt;UpdateProduct&lt;/code&gt;), and use the same headers from before. In the body of the request, we want to add the following to pick data from the input fields and send them to the API:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;operation&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;update&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;schema&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;InventoryDB&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;table&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;Products&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;records&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;product_id&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Table1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;selectedRow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;product_id&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;name&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;description&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input2&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;price&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;                        
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;quantity&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;backorderLimit&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input5&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;backordered&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Switch1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;isSwitchedOn&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This query uses a NoSQL query format to update records in the database, which proves just how flexible HarperDB is. In the query, we fetch the ID of the currently selected row and use the data from the prefilled and or edited form to update the details of the product on the HarperDB database.&lt;br&gt;
Let's now tie this with the submit button so that when we edit the form and click submit, this calls the API. Head over to the "submit" widget and bring up the settings pane, and under the &lt;code&gt;Actions&lt;/code&gt; section, choose the option to &lt;code&gt;Execute a query&lt;/code&gt; and then select the &lt;code&gt;UpdateProduct&lt;/code&gt; API from the list of options shown.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2FDXKkehU.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fi.imgur.com%2FDXKkehU.png" alt="Connect submit button to UpdateProduct API"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;p&gt;We also want the table to refresh its data "onSuccess" of the API query. We do this by specifying an &lt;code&gt;onSuccess&lt;/code&gt; action right beneath the &lt;code&gt;onClick&lt;/code&gt; action of the "submit" button. This also executes a query via the HarperDB API, which we created first - remember, this API is responsible for populating the table with data from the database. You can now select any row from the table, edit it in the form and send the request to update the database, which updates the table accordingly.&lt;/p&gt;



&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;In this article, we have seen a brief introduction to HarperDB and the kind of flexibility it offers; we created a HarperDB database, added a new schema, created a new table, and prefilled it with data from a CSV file, thanks to the option provided by the HarperDB dashboard.&lt;br&gt;
We also got access to the HarperDB API for our cloud instance, which helped us interact with Appsmith later. Lastly, we worked with Appsmith to build a simple product management tool for business owners and connected it to our database API, thanks to the &lt;code&gt;datasources&lt;/code&gt; option provided by Appsmith also, which made the integration smooth and easy.&lt;/p&gt;

&lt;p&gt;Hopefully, this tutorial has further shown you what is possible with serverless technologies like Appsmith and HarperDB. Thanks for sticking with me till the end; happy coding!&lt;/p&gt;

</description>
      <category>database</category>
      <category>serverless</category>
      <category>cloud</category>
      <category>json</category>
    </item>
    <item>
      <title>Making The Earth Greener With Project Gaia</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Thu, 13 Jan 2022 22:53:49 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/making-the-earth-greener-with-project-gaia-1lpa</link>
      <guid>https://dev.to/curiouspaul1/making-the-earth-greener-with-project-gaia-1lpa</guid>
      <description>&lt;h3&gt;
  
  
  Overview
&lt;/h3&gt;

&lt;p&gt;The Gaia project aims to help in the fight against global warming and deteriorating climate conditions; to help make the world "greener" and safer, by making it easier to engage "green" projects and foster growth for every project. &lt;/p&gt;

&lt;p&gt;The platform aggregates a list of projects directly involved with making a Earth "greener", and allows users to donate to the cause of a project that they find interesting or believe in.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--WgCkAOLr--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://imgur.com/sm5b29M.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--WgCkAOLr--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://imgur.com/sm5b29M.png" alt="Gaia projects section" width="639" height="491"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;NGOs and other organisations with "green" projects can apply to create an account on Gaia, and raise the funding that they need to complete their project(s) in due time. This way we can help raise awareness about climate change, and make it easier for the average individual to be involved.&lt;/p&gt;

&lt;h3&gt;
  
  
  How We Built Gaia
&lt;/h3&gt;

&lt;p&gt;We wanted Gaia to be user friendly, and easily accessible so some design considerations had to be taken into account from the beginning, before we even started writing code. &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Once we had a user-interface we all agreed with, work commenced on the frontend interface for which the ReactJs web framwork was used.&lt;/li&gt;
&lt;/ul&gt;



&lt;ul&gt;
&lt;li&gt;The backend was written in python using the Flask web framework.&lt;/li&gt;
&lt;/ul&gt;



&lt;ul&gt;
&lt;li&gt;User data, and projects' information were stored on a serverless instance via MongoDB atlas. We employed the use of MongoDB's very famous python client library (with its rich documentation) - "PyMongo" to interact with the serverless instance of the MongoDB database. For example, with PyMongo, we could "seed" data into the database instance as follows:
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;projects&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[]&lt;/span&gt;
&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;card&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;cards_&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;project_url&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;card&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'h3'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'a'&lt;/span&gt;&lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="s"&gt;'href'&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="n"&gt;text&lt;/span&gt;
    &lt;span class="n"&gt;project_page&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;BeautifulSoup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;project_url&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="s"&gt;'html.parser'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;obj_&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="s"&gt;'_id'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;uuid&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;uuid4&lt;/span&gt;&lt;span class="p"&gt;()),&lt;/span&gt;
            &lt;span class="s"&gt;'project_headline'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;project_page&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'main'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'p'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;string&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="s"&gt;'paypal_value'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;card&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'form'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'input'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;attrs&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="s"&gt;'name'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s"&gt;'hosted_button_id'&lt;/span&gt;&lt;span class="p"&gt;})[&lt;/span&gt;&lt;span class="s"&gt;'value'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="s"&gt;"project_url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;card&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'h3'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'a'&lt;/span&gt;&lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="s"&gt;'href'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="s"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;card&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'h3'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'a'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;string&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="s"&gt;"image_url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;card&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'img'&lt;/span&gt;&lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="s"&gt;'src'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="s"&gt;"paypal_url"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;card&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;find&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'form'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="n"&gt;get_attribute_list&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'action'&lt;/span&gt;&lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;project&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;insert_one&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;obj_&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;projects&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;append&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;obj_&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;card&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;end&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="s"&gt;"Has issue!"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Submission Category:
&lt;/h3&gt;

&lt;p&gt;"Custom Adventure"&lt;/p&gt;

&lt;h3&gt;
  
  
  Link to Code
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;UI (Figma): &lt;a href="https://www.figma.com/file/iBKIwWJ7O4NObpr5vNo4Rj/Project-Gaia"&gt;https://www.figma.com/file/iBKIwWJ7O4NObpr5vNo4Rj/Project-Gaia&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Backend: &lt;a href="https://github.com/Curiouspaul1/Gaia"&gt;https://github.com/Curiouspaul1/Gaia&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Frontend: &lt;a href="https://github.com/Iamsheye/gaia"&gt;https://github.com/Iamsheye/gaia&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Screenshots/demo
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Live URL: &lt;a href="https://project-gaia.vercel.app"&gt;https://project-gaia.vercel.app&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--4v99QNj7--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://imgur.com/pmRDEWf.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--4v99QNj7--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://imgur.com/pmRDEWf.png" alt="Gaia project page" width="631" height="489"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--WgCkAOLr--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://imgur.com/sm5b29M.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--WgCkAOLr--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://imgur.com/sm5b29M.png" alt="Gaia projects section" width="639" height="491"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;h3&gt;
  
  
  Collaborators
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a class="mentioned-user" href="https://dev.to/chinaza0413"&gt;@chinaza0413&lt;/a&gt; &lt;/li&gt;
&lt;li&gt;
&lt;a class="mentioned-user" href="https://dev.to/iamsheye"&gt;@iamsheye&lt;/a&gt; &lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>atlashackathon</category>
    </item>
    <item>
      <title>Building A Meme Generator using Appsmith</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Sun, 31 Oct 2021 17:43:52 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/building-a-meme-generator-using-appsmith-2cg9</link>
      <guid>https://dev.to/curiouspaul1/building-a-meme-generator-using-appsmith-2cg9</guid>
      <description>&lt;p&gt;In this article I will be showing you how to build a simple meme generator platform using appsmith and a third party api called &lt;a href="https://humorapi.com/"&gt;&lt;code&gt;Humor Api&lt;/code&gt;&lt;/a&gt; &lt;/p&gt;

&lt;h3&gt;
  
  
  &lt;u&gt;Pre-Requisites&lt;/u&gt;
&lt;/h3&gt;

&lt;p&gt;In order to follow along with this tutorial you will need the following:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Appsmith account: if you don't already have one you can create one via this &lt;a href="https://app.appsmith.com/user/signup"&gt;link&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;



&lt;h3&gt;
  
  
  Building The Interface on Appsmith
&lt;/h3&gt;

&lt;p&gt;We'll start by building the interface to the meme generator platform  on appsmith, so login to your appsmith dashboard and click on the button to create a new application. &lt;/p&gt;

&lt;p&gt;On the design area, we're going to drag an &lt;code&gt;image widget&lt;/code&gt; to the middle of the screen which will display the meme, we also need a &lt;code&gt;button&lt;/code&gt; widget that will randomize the meme each time its clicked, change the default text on the button to &lt;code&gt;generate meme&lt;/code&gt;. &lt;/p&gt;

&lt;p&gt;Your design should look something like that shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--BuIWuPN_--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/9dud4c8vfktad1wrmwq8.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--BuIWuPN_--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/9dud4c8vfktad1wrmwq8.PNG" alt="Image description" width="679" height="503"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Integrating With HumorApi
&lt;/h3&gt;

&lt;p&gt;To begin with you need to sign up for a free account on &lt;code&gt;HumorApi&lt;/code&gt; platform and then get your &lt;code&gt;api-key&lt;/code&gt; which will be used to communicate with the &lt;code&gt;Humor APi&lt;/code&gt; server. You can sign up for a free account &lt;a href="https://humorapi.com/console/#Dashboard"&gt;&lt;/a&gt;. Once you're signed up head over to the &lt;code&gt;Profile&lt;/code&gt; section on your dashboard and copy your api-key as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--skNRW5oy--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/x6qjsfpjmd1aefd053vz.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--skNRW5oy--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/x6qjsfpjmd1aefd053vz.PNG" alt="Image description" width="880" height="414"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We will now link the interface with the api, in order for us to this we need to create a new data source. Head over to the &lt;code&gt;Datasources&lt;/code&gt; section on the dashboard and then click the option to create a new api, give this api a name, perhaps &lt;code&gt;randomMemes&lt;/code&gt;. It will send a &lt;code&gt;GET&lt;/code&gt; request to the &lt;code&gt;Humor Api&lt;/code&gt; endpoint of &lt;code&gt;https://api.humorapi.com/memes/random?api-key=YOUR-API-KEY&amp;amp;keywords=random&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--89p3XxAF--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/weki95t81sdkoefwhs6z.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--89p3XxAF--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/weki95t81sdkoefwhs6z.PNG" alt="Image description" width="754" height="163"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This API will be responsible for fetching random memes from the public api. Save this api and head back to the widgets section. Head over to the submit widget and bring up the settings pane, and under the &lt;code&gt;Actions&lt;/code&gt; section choose the option to &lt;code&gt;Execute a query&lt;/code&gt; and then select the &lt;code&gt;randomMemes&lt;/code&gt; api from the list of options showed.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--TqhJ3Fh7--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/ifer6wuc3s0h3zjwqkfl.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--TqhJ3Fh7--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/ifer6wuc3s0h3zjwqkfl.PNG" alt="Image description" width="249" height="340"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;On the image widget bring up the settings pane as well, and in the &lt;code&gt;image&lt;/code&gt; option add the following so that the image loads the url from the response of the  random meme api.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;randomMemes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;url&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now click on the &lt;code&gt;generate meme&lt;/code&gt; button and you should now see that the image changes the meme appearing on it, each time you click it. &lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--5j4zXgzz--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/lye7gl7ik8je9c84xx51.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--5j4zXgzz--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/lye7gl7ik8je9c84xx51.PNG" alt="Image description" width="641" height="540"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We can choose to deploy this application and share with the public however we want. That's it, you have successfully created a random meme generator in a few easy steps, thanks for staying with me - have fun coding!.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Building Internal Tools Using Appsmith, Flask And Heroku</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Sat, 30 Oct 2021 15:52:26 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/building-internal-tools-using-appsmith-flask-and-heroku-ih8</link>
      <guid>https://dev.to/curiouspaul1/building-internal-tools-using-appsmith-flask-and-heroku-ih8</guid>
      <description>&lt;p&gt;In this article I will be showing you how to build a simple inventory management tool using Appsmith and Flask, which will serve data to the Appsmith environmennt. You will see how to build and configure a simple backend api using flask as well as how to properly integrate your Appsmith application with the backend api.&lt;/p&gt;

&lt;h2&gt;
  
  
  Table of Contents
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href=""&gt;Building The Appsmith Application&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=""&gt;Building And Configuring A Flask Server&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=""&gt;Integrating Appsmith With Flask&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;



&lt;h3&gt;
  
  
  Pre-Requisites
&lt;/h3&gt;

&lt;p&gt;In order to follow along with this tutorial, you will need to have the following setup:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Python3: You wiill need this in order to run the dependencies for the project (including Flask), I am also assuming that you are familiar with python3 and already know how to build simple flask applications.&lt;/li&gt;
&lt;li&gt;Appsmith Account: You will also need an Appsmith account in order to build the interface to our tool. If you don't already have one, you can sign up for one via &lt;a href="https://app.appsmith.com/user/signup" rel="noopener noreferrer"&gt;this link&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;Git and a Github Acount&lt;/li&gt;
&lt;/ul&gt;



&lt;h3&gt;
  
  
  Building And Deploying A Flask API
&lt;/h3&gt;

&lt;p&gt;We'll start by creating a new folder to host our backend application, you can call this whatever you want - mine is called &lt;code&gt;core&lt;/code&gt;. Navigate to this folder from the terminal and create a new file called &lt;code&gt;server.py&lt;/code&gt;, add another file called &lt;code&gt;Procfile&lt;/code&gt; after doing this your project folder should look like the following:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;core/
|__server.py
|__Procfile
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;While we're in this folder from the terminal, let's create a new virtual environment using the python package &lt;code&gt;virtualenv&lt;/code&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;virtualenv server
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once this is done, activate the virtual environment as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;source &lt;/span&gt;server/bin/activate
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;or if you're on windows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;.&lt;span class="se"&gt;\s&lt;/span&gt;erver&lt;span class="se"&gt;\s&lt;/span&gt;cripts&lt;span class="se"&gt;\a&lt;/span&gt;ctivate
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once you do this you should see your current file path on the terminal prefixed with the name of the virtual environment in parentheses.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdw0wy0d3bpyg0zrkq2xw.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdw0wy0d3bpyg0zrkq2xw.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Now using the pip command install &lt;code&gt;Flask&lt;/code&gt; and &lt;code&gt;Flask-Sqlalchemy&lt;/code&gt;,&lt;code&gt;gunicorn&lt;/code&gt;, &lt;code&gt;Flask-CORS&lt;/code&gt; and &lt;code&gt;Flask-Marhsmallow&lt;/code&gt; as shown below:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;flask flask-sqlalchemy flask-cors gunicorn flask-marshmallow marshmallow-sqlalchemy
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once they're installed we can start writing our flask server, so open the &lt;code&gt;server.py&lt;/code&gt; file and add the following lines of code:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;jsonify&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_sqlalchemy&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;SQLAlchemy&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_marshmallow&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Marshmallow&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_cors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;CORS&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="n"&gt;basedir&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;path&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;abspath&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getcwd&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;

&lt;span class="c1"&gt;# instantiate new flask app
&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Flask&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;__name__&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# app config for database
&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;config&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;SQLALCHEMY_DATABASE_URI&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sqlite:///&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;basedir&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/demo.db&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;config&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;SQLALCHEMY_TRACK_MODIFICATIONS&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;
&lt;span class="nc"&gt;CORS&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# database models
&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;SQLAlchemy&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;ma&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Marshmallow&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Product&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Model&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="nb"&gt;id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Integer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;primary_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;50&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;price&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Float&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;description&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;quantity&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Integer&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;ProductSchema&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ma&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SQLAlchemyAutoSchema&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Meta&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;model&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Product&lt;/span&gt;
        &lt;span class="n"&gt;load_instance&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;
&lt;span class="n"&gt;products_schema&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ProductSchema&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;many&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/get_products&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;fetch_products&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;all_&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Product&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;all&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;jsonify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;products_schema&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dump&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;all_&lt;/span&gt;&lt;span class="p"&gt;)),&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;

&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/add_product&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;add_note&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;force&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;new_product&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Product&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
        &lt;span class="n"&gt;price&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;price&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
        &lt;span class="n"&gt;description&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;description&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
        &lt;span class="n"&gt;quantity&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;quantity&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;new_product&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;commit&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;
    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Error&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;500&lt;/span&gt;

&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/edit_product&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;PUT&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;edit_note&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;force&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# find product
&lt;/span&gt;    &lt;span class="n"&gt;product&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Product&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;filter_by&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;id&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;first&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;value&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;items&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
        &lt;span class="nf"&gt;setattr&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;value&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;commit&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;
    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Error&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;500&lt;/span&gt;


&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/delete_product&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;DELETE&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;delete_note&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;force&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# find product
&lt;/span&gt;    &lt;span class="n"&gt;product&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Product&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;filter_by&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;id&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;first&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;delete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;commit&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Success&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;
    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="nb"&gt;Exception&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Error&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;500&lt;/span&gt;


&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create_all&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;run&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;debug&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;In the &lt;code&gt;server&lt;/code&gt; file, we import the required dependencies, create a new flask app instance, add some necessary configurations including "cors" and database config, and specified three endpoints to which we can send requests.&lt;/p&gt;

&lt;p&gt;Save this file and run the script from the terminal using the following command:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;python server.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You should see the server start running with logs similar to these :&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5we0377e5f426vpcscet.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5we0377e5f426vpcscet.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;h4&gt;
  
  
  &lt;u&gt;Deploying To Heroku&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;This is great but in order for our server to be publicly accessible we must deploy it to a cloud service provider, and for that we would be using &lt;code&gt;Heroku&lt;/code&gt;.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Heroku is a PaaS cloud service provider that helps us to deploy application really easily without having to worry about the kind of machine to provision for the software and how to scale them - Heroku does all that on our behalf, all we have to do is tell them howto run our application, and we do that using the &lt;code&gt;Procfile&lt;/code&gt; that we created earlier on.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;For this you will need to have an account with Heroku, you can easily create one from &lt;a href="https://signup.heroku.com/" rel="noopener noreferrer"&gt;this link&lt;/a&gt;. You will also need to download the &lt;code&gt;heroku cli&lt;/code&gt; from &lt;a href="https://devcenter.heroku.com/articles/heroku-cli" rel="noopener noreferrer"&gt;here&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Once you have the cli tool installed, open up a new terminal and navigate to the project directory, and login using the command:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;heroku login
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This would prompt you to open your browser and log you in from there, by the time its done you should be logged in from the terminal as well, you can now create a new heroku app as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;heroku create appsmith-server
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;I called mine &lt;code&gt;appsmith-server&lt;/code&gt;, you can give yours any name as well. Since Heroku doesn't allow shared names you might have to come up with a much cooler name.&lt;/p&gt;

&lt;p&gt;Now that our heroku application has been created, let's tell heroku what to run in the &lt;code&gt;Procfile&lt;/code&gt;, so open the &lt;code&gt;Procfile&lt;/code&gt; and add the following to it:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;web: python gunicorn:app
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The &lt;code&gt;Procfile&lt;/code&gt; deployment specification follows the format of&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;[process_type]: [command]
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Likewise, I have specified that the &lt;code&gt;"process_type"&lt;/code&gt; be of type &lt;code&gt;"web"&lt;/code&gt;, meaning the application to be deployed is a web application. The &lt;code&gt;"command"&lt;/code&gt; to run the application has also been specified (its supposed to run the flask server using gunicorn). What this means is that when Heroku wants to spin up an instance of our application it looks at the &lt;code&gt;Procfile&lt;/code&gt; and uses the instructions there to run the application.&lt;/p&gt;

&lt;p&gt;Before we finally deploy we need to tell Heroku, of the things it needs to install before running the application, and this is done using the &lt;code&gt;requirements.txt&lt;/code&gt; file&lt;br&gt;
which Heroku will automatically look for during deloyment. We can easily append the requirements from our virtual environment using pip as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip freeze&amp;gt;requirements.txt
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This wll automatically take all the installed dependencies and add them to a file called &lt;code&gt;requirements.txt&lt;/code&gt;, so you should find that it created a new file for you by that name that has the following contents, or at least similar contents:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;click&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;8.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;
&lt;span class="n"&gt;colorama&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;0.4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;4&lt;/span&gt;
&lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;
&lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;Cors&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;3.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;
&lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="n"&gt;SQLAlchemy&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.5&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;
&lt;span class="n"&gt;greenlet&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;1.1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;
&lt;span class="n"&gt;itsdangerous&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;
&lt;span class="n"&gt;Jinja2&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;3.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;
&lt;span class="n"&gt;MarkupSafe&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;
&lt;span class="n"&gt;six&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;1.16&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;
&lt;span class="n"&gt;SQLAlchemy&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;1.4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;26&lt;/span&gt;
&lt;span class="n"&gt;Werkzeug&lt;/span&gt;&lt;span class="o"&gt;==&lt;/span&gt;&lt;span class="mf"&gt;2.0&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;To deploy the application, we'll be using &lt;code&gt;git&lt;/code&gt;, so head back to the terminal ad initialize a git repository in the project folder using the &lt;code&gt;init&lt;/code&gt; command, and then &lt;code&gt;add&lt;/code&gt; and &lt;code&gt;commit&lt;/code&gt; the changes to version control history.&lt;/p&gt;

&lt;p&gt;Now we will add a remote origin for the heroku application, so that we can push and in effect deploy the application from the terminal using git.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;heroku git:remote -a &amp;lt;Your-heroku-app-name&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will create a private repository on heroku that your updates will be pushed to when you push to heroku. Now we can finally deploy our application by pushing the committed code as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git push heroku main
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This would begin the deployment opertaion with logs similar to these:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4ua9cwq2u6uu9manoqvz.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4ua9cwq2u6uu9manoqvz.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once its done it should give you a link to the application instance, this link is usually of the format: &lt;code&gt;(your-app-name).herokuapp.com&lt;/code&gt;. Copy this link and paste it in a browser, and add any of the url prefix for any of the endpoints on the serer like &lt;code&gt;/add_product&lt;/code&gt; for example&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ft6mgc1ptgivswnwavpvt.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ft6mgc1ptgivswnwavpvt.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We see that the request goes through, and this is sign that the server is up and running and is accessible publicly. Let's head over to appsmith and build the interface for this tool.&lt;/p&gt;



&lt;h3&gt;
  
  
  Building The Management Tool Using Appsmith
&lt;/h3&gt;

&lt;p&gt;To begin with you want to login to your Appsmith dashboard and create a new application, this should bring you to the development environment like the one shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fia8eg8i1znyuh51d9ilf.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fia8eg8i1znyuh51d9ilf.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This environment is where we'd be building our "application" and its mostly a drag and drop environment with widgets and other build tools on the left pane and the wider space to the right is the development area where you drag widgets on. &lt;/p&gt;

&lt;p&gt;We'll start by clicking and dragging a &lt;code&gt;table&lt;/code&gt; widget unto the right area, this table will display a business's  product inventory, and the details of each one:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1kyf95nqtncpq3b6tkjy.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1kyf95nqtncpq3b6tkjy.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Resize the table by dragging on the edges, however leave some space so that we can add one more widget - a form. This form will collect information for a new product to be added to the list and will also serve as a means of editing already existing products in the catalogue.&lt;/p&gt;

&lt;p&gt;Click and drag the form widget onto the right area so that it fits to the right of the table as shown below, you may need to do some resizing to get it to fit in there:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fezpa2bid4z4e65x5x3b5.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fezpa2bid4z4e65x5x3b5.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;u&gt;Building The Form&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;To create a form, we'll need the &lt;code&gt;Text&lt;/code&gt; and &lt;code&gt;Input&lt;/code&gt; widgets which will help us to name and create the input fields for the form. For this form we need fields that will hold details of each product including the &lt;code&gt;name&lt;/code&gt;, &lt;code&gt;description&lt;/code&gt;, &lt;code&gt;price&lt;/code&gt;, and &lt;code&gt;quantity&lt;/code&gt;. So drag text labels and input widgets for each field, as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhdw61ij0rqmpktz22zd7.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhdw61ij0rqmpktz22zd7.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Also rename the buttons on the form to be &lt;code&gt;Add new&lt;/code&gt; and &lt;code&gt;Update&lt;/code&gt;, as they will serve to create new products and update existing ones&lt;/p&gt;



&lt;h4&gt;
  
  
  &lt;u&gt;Fetching Data From The API&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;Let's try to create a new product using the form we created earlier on. So head back to the appsmith dashbord and under the &lt;code&gt;Datasources&lt;/code&gt; section click on the &lt;code&gt;create new API&lt;/code&gt; option to add a new API to communicate with from your appsmnith application&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/..%2Fappsmith%2Bfauna%2Fdemo_images%2Fdemo8.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/..%2Fappsmith%2Bfauna%2Fdemo_images%2Fdemo8.png"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;It should prompt you to enter details about your api on a new page, these includes a name for the API (I called mine "AddProduct"), the URL, headers and data or request body to be sent to the Api. Fill the details as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjw50vqkzh20kul2ygl5w.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjw50vqkzh20kul2ygl5w.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Here we have added the url to our heroku deployment and added the endpoint &lt;code&gt;add_product&lt;/code&gt; that sends a POST request to add a new product to the database. In the body  add the following to create a payload that contains data from the form.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;name&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;price&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input2&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;description&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;quantity&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;h4&gt;
  
  
  &lt;u&gt;Add A New Product&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;Let's now tie this with the &lt;code&gt;Add new&lt;/code&gt; button so that when we edit the form and click &lt;code&gt;Add new&lt;/code&gt; the this api is called. Head over to the &lt;code&gt;Add new&lt;/code&gt; widget and bring up the settings pane, and under the &lt;code&gt;Actions&lt;/code&gt; section choose the &lt;code&gt;onClick&lt;/code&gt; option, and choose the option to &lt;code&gt;Execute a query&lt;/code&gt; and then select the &lt;code&gt;AddProduct&lt;/code&gt; api from the list of options showed.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Feqstgh571e62eh9un5bu.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Feqstgh571e62eh9un5bu.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Next to this &lt;code&gt;onClick&lt;/code&gt; action is the &lt;code&gt;onSuccess&lt;/code&gt; option, and this will trigger on success of the request sent when the button is clicked. We want the table to be updated when we add a new product from the form, so we will create a new api to fill the table with data from the database, and then call that api whenever we add a new product from the form as the &lt;code&gt;onSuccess&lt;/code&gt; action.&lt;/p&gt;

&lt;p&gt;What this will do is to refresh the table each time we add a new product to the database. So head over to the datasources and create a new API called &lt;code&gt;getProducts&lt;/code&gt; that sends a GET request to the server endpoint of &lt;code&gt;get_products&lt;/code&gt; as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fnge0bxgz1rn3ua996kop.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fnge0bxgz1rn3ua996kop.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Head back to the &lt;code&gt;onSuccess&lt;/code&gt; action of the &lt;code&gt;Add new&lt;/code&gt; button from earlier and choose the option to &lt;code&gt;Execute a query&lt;/code&gt; and then select the &lt;code&gt;getProducts&lt;/code&gt; api from the list of options showed.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsbrwh2jkmwpbkzdacaw1.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsbrwh2jkmwpbkzdacaw1.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Now head to the table widget and we'll ask the table to fetch data from this api instead of the hard-coded data in it. Click on the table widget and its context manager should pop-up right beside it, and under the field that reads - &lt;code&gt;Table Data&lt;/code&gt;, you want to clear out the hard-coded data in it and add the following instead:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;getProducts&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You should see the data show up on the table, we can now add a new product from the form and then when we click the &lt;code&gt;Add new&lt;/code&gt; button on the form the new data should create a new row in the table.&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;u&gt;Edit A Product&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;We also want to be able to prefill the form fields when any product is selected on the table so that we can edit them on the form. To do this we leverage on the &lt;code&gt;Default value&lt;/code&gt; property of the input widget and add moustache syntax to fetch data on the selected row and add it to the field. &lt;/p&gt;

&lt;p&gt;Add the following to the &lt;code&gt;Default value&lt;/code&gt; entry on the &lt;code&gt;Name&lt;/code&gt; field to prefill it with the name of the product on a selected row.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Table1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;selectedRow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;name&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If you don't see the details of the input widget, click on the settings icon beside it to bring up the properties of the widegt, as shown below&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftxno4hc2n0uvznb2dkt3.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftxno4hc2n0uvznb2dkt3.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Do this for the other fields adding in the corresponding column name for each one. Also set the &lt;code&gt;Data type&lt;/code&gt; property for the input fields: &lt;code&gt;quantity&lt;/code&gt;, and &lt;code&gt;price&lt;/code&gt; to type of &lt;code&gt;Number&lt;/code&gt;. This way we can edit any product by clicking on it making the changes in the form and then use the &lt;code&gt;Update&lt;/code&gt; button on the form to submit the edit to the database.&lt;/p&gt;

&lt;p&gt;Let's create a new API to handle the product update, so as before create a new api and name it &lt;code&gt;updateProduct&lt;/code&gt;, that sends a &lt;code&gt;PUT&lt;/code&gt; request to the server on the &lt;code&gt;/edit_product&lt;/code&gt; endpoint. Add the following to the body of the request:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Table1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;selectedRow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;id&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;name&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;price&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input2&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;description&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}},&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;quantity&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Input4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now link this to the &lt;code&gt;update&lt;/code&gt; button just like we did for the &lt;code&gt;Add new&lt;/code&gt; button as an &lt;code&gt;onClick&lt;/code&gt; action, also specify the &lt;code&gt;getProducts&lt;/code&gt; api as an &lt;code&gt;onSuccess&lt;/code&gt; action so that the table reloads the data. Now we can click on any row and edit a product from the form and it'll be automatically updated on the table.&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;u&gt;Delete A Product&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;In order to delete a product we can add a third button widget to the form, create a &lt;code&gt;deleteProduct&lt;/code&gt; api that sends a &lt;code&gt;DELETE&lt;/code&gt; request to the server on the &lt;code&gt;/delete_product&lt;/code&gt; endpoint, with a payload defined as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Table1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;selectedRow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;id&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Tie this to the new &lt;code&gt;delete&lt;/code&gt; button and add an &lt;code&gt;onSuccess&lt;/code&gt; action to call the &lt;code&gt;getProducts&lt;/code&gt; api once again like before.&lt;/p&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;We have come quite a long way, now haven't we?. In this article, we have seen how to build and deploy a server using flask and heroku, we worked with Appsmith to build a simple product inventory management tool for business owners, and connected it to our API. There's more that we could possibly accomplish using Appsmith and a traditional web server, for example we could embed the appsmith tool we built directly on a web page and serve the web page on our flask server.&lt;br&gt;
That is just one of the many possibilities with Appsmith and I'm hoping this article has further shown you what is possible with serverless technologies like Appsmith.&lt;/p&gt;

&lt;p&gt;Thanks for sticking with me till the end, happy coding!. &lt;/p&gt;

</description>
      <category>javascript</category>
      <category>programming</category>
      <category>hacktoberfest</category>
      <category>python</category>
    </item>
    <item>
      <title>Building A Product Management Tool Using Appsmith and FaunaDB</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Sun, 24 Oct 2021 23:24:13 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/building-a-product-management-tool-using-appsmith-and-faunadb-3mi</link>
      <guid>https://dev.to/curiouspaul1/building-a-product-management-tool-using-appsmith-and-faunadb-3mi</guid>
      <description>&lt;p&gt;In this article, I'll be showing you how to create a product management tool that helps, small business signed up on a mythical e-commerce platform manage products in their catalogue. This tool will allow users to view products and edit them from their catalogues. This article will also help to show how you can integrate Appsmith with other serverless tools like FaunaDB.&lt;/p&gt;

&lt;h3&gt;
  
  
  Table of Contents
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Setting Up A FaunaDB Database&lt;/li&gt;
&lt;li&gt;Building The Management Tool Using Appsmith&lt;/li&gt;
&lt;li&gt;Conclusion&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Fauna is a flexible, developer-friendly, NoSQL database delivered as a secure and scalable cloud API with native GraphQL. It is a serverless solution for hosting data without having to worry about setting up or configuring your backend architecture to host data, as with traditional applications. This allows developers to focus more on building application logic with little to no involvement in database hassles - Fauna handles all that for you.&lt;/p&gt;



&lt;h3&gt;
  
  
  Setting Up A FaunaDB Database
&lt;/h3&gt;

&lt;p&gt;In order to follow along, you'll need to have a FaunaDB account, if you don't have one you can easily sign up in a few minutes via this &lt;a href="https://dashboard.fauna.com/accounts/register" rel="noopener noreferrer"&gt;link&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Once you're signed up, log in to your Fauna dashboard and use the &lt;code&gt;Create Database&lt;/code&gt; button to create a new database, fill in the details as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffj2jjjnpx2fm9ea4zcpp.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffj2jjjnpx2fm9ea4zcpp.png" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Observe the &lt;code&gt;Use demo data&lt;/code&gt; option and see that it is checked, this will tell Fauna to help us prepopulate this new database with demo data that we can use to play around, and co-incidentally (or not), this data is related to customers and businesses. Fauna will add collections, documents as well as indexes, and you can find them in the correspoding sections of your database dashboard as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpug6lptwvrpj5vkcl0iv.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpug6lptwvrpj5vkcl0iv.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;h4&gt;
  
  
  Generating An API Key
&lt;/h4&gt;

&lt;p&gt;Now that this is done, what we need now is an Api key, which will allow us communicate with our database from other applications, like our appsmith tool for instance. To get this head over to the &lt;code&gt;Security&lt;/code&gt; tab of the database dashboard and click on the &lt;code&gt;New key&lt;/code&gt; option to generate a new key, you can give the key a name if you want, leave the other options as they are and click the &lt;code&gt;Save&lt;/code&gt; button to generate a new key.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwdyrnta84n3xwvflffzv.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwdyrnta84n3xwvflffzv.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once you get the key, you need to copy it and save it somewhere for later when we need it. That's it for setting up the database, prettu easy as you can see, now lets create the interface for our tool.&lt;/p&gt;



&lt;h3&gt;
  
  
  Building The Management Tool Using Appsmith
&lt;/h3&gt;

&lt;p&gt;To begin with you want to make sure you've signed up with Appsmith, its super-easy you can sign up &lt;a href="https://app.appsmith.com/user/signup" rel="noopener noreferrer"&gt;here&lt;/a&gt;. Once you have that login to your dashboard and create a new application, this should bring you to the development environment like the one shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzqvuk4rf3gh3x2w2ror0.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzqvuk4rf3gh3x2w2ror0.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This environment is where we'd be building our "application" and its mostly a drag and drop environment with widgets and other build tools on the left pane and the wider space to the right is the development area where you drag widgets on. &lt;/p&gt;

&lt;p&gt;We'll start by clicking and dragging a &lt;code&gt;table&lt;/code&gt; widget unto the right area, this table will display a business's product listings, and the details of each one:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3lopxptep770g0yu62xi.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3lopxptep770g0yu62xi.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You can resize the table by dragging on the edges, however leave some space so that we can add one more widget - a form. This form will collect information for a new product to be added to the list and will also serve as a means of editing already existing products in the catalogue.&lt;/p&gt;

&lt;p&gt;Click and drag the form widget onto the right area so that it fits to the right of the table as shown below, you may need to do some resizing to get it to fit in there:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvvdmejrqgfpif34nvcyt.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvvdmejrqgfpif34nvcyt.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h4&gt;
  
  
  Populating The Table
&lt;/h4&gt;

&lt;p&gt;In order to populate the table with data from our database, we'll be using the GraphQL api that Fauna automatically created for us when we created the database - again this is courtesy of the option we checked earlier on when we created the database to allow Fauna pre-populate the database with data on our behalf.&lt;/p&gt;

&lt;p&gt;In order to see what queries we can run head over to the &lt;code&gt;GraphQL&lt;/code&gt; section in the database dashboard to view the queries Fauna created on our behalf:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9wxbi96hqhpcgnxjp8gw.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9wxbi96hqhpcgnxjp8gw.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The link to this graphql api is in the searchbox on this page, copy it and head over to the appsmith dashboard from  before, and click on the &lt;code&gt;Datasources&lt;/code&gt; option to create a new api.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fekjn5x5wva6jomcb6qdb.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fekjn5x5wva6jomcb6qdb.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;It should prompt you to enter details about your api on a new page, these includes a name for the API (I called mine FaunaApi), the URL, headers and data or request body to be sent to the Api. Fill the details as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fr5oevz3g27fp9c4iyn7e.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fr5oevz3g27fp9c4iyn7e.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;For the value of &lt;code&gt;Authorization&lt;/code&gt; in the headers, its usually in the format of &lt;code&gt;Bearer [Fauna Secret]&lt;/code&gt; which is what we got from previous steps, copy that and paste it in, as I have done.&lt;/p&gt;

&lt;p&gt;Next we must now write the query that fetches data from our api, so in the body of the request select type &lt;code&gt;JSON&lt;/code&gt; and add the following piece of query to fetch all products on our hypothetical platform:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;
    &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="na"&gt;variable&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;null&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="na"&gt;query&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;`
                {
                    allProducts{
                        data{
                            _id
                            name
                            description
                            price
                            backordered
                            backorderLimit
                            quantity
                            store{
                                name
                            }
                        }
                    }
                }
            `&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;p&gt;Observe that we use the JSON.stringify method provided by appsmith (via the moustache syntax) to ignore the line breaks. Inside the query we have the query name - &lt;code&gt;allProducts&lt;/code&gt; and is one specified by Fauna on our behalf you can check its doc back at the Fauna dashboard under the &lt;code&gt;GraphQL&lt;/code&gt; section to see available queries and mutations. &lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F071c5fh1dplknvj9tsbd.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F071c5fh1dplknvj9tsbd.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Now head back to the table widget and we'll ask the table to fetch data from this api instead of the hard-coded data in it. Click on the table widget and its context manager should pop-up right beside it, and under the field that reads - &lt;code&gt;Table Data&lt;/code&gt;, you want to clear out the hard-coded data in it and add the following instead:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;FaunaApi&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;allProducts&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will populate the table with results from the api instead.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F7o1xk0lobsi3zlgy41t5.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F7o1xk0lobsi3zlgy41t5.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The store column seems to come as an object, as opposed to a simple string. This is because stores are independent documents in the database too, and have other attributes as well, however in this query we only fetch their name but the result comes in an object format regardless. &lt;/p&gt;

&lt;p&gt;Appsmith allows us the flexibility of editing columns too, so we can click on the settings icon on the &lt;code&gt;store&lt;/code&gt; column in the &lt;code&gt;Columns&lt;/code&gt; section and in the &lt;code&gt;computed value&lt;/code&gt; option from the menu that shows up, we change the value to&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;currentRow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;store&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;name&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbnl3vyv2op7yos51qfti.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbnl3vyv2op7yos51qfti.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We also want to set the &lt;code&gt;Column Type&lt;/code&gt; on the &lt;code&gt;price&lt;/code&gt;, &lt;code&gt;backorderLimit&lt;/code&gt; and &lt;code&gt;quantity&lt;/code&gt; columns to a type of &lt;code&gt;Number&lt;/code&gt; so that Appsmith can properly handle the data.&lt;/p&gt;

&lt;h4&gt;
  
  
  &lt;u&gt;Building The Form&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;To create a form, we'll need the &lt;code&gt;Text&lt;/code&gt; and &lt;code&gt;Input&lt;/code&gt; widgets which will help us to name and create the input fields for the form. For this form we need fields that correspond to the title of each column except of course the &lt;code&gt;_id&lt;/code&gt; and &lt;code&gt;store&lt;/code&gt; column, those should be immutable ideally.&lt;/p&gt;

&lt;p&gt;So drag and drop the widget and position them so that the form looks like the one shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3p6l0uju4akmgzvr0u5f.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3p6l0uju4akmgzvr0u5f.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Observe that for the &lt;code&gt;backordered&lt;/code&gt; column, we drag a &lt;code&gt;Switch&lt;/code&gt; widget to the form as opposed to an input widget because it's values are boolean and that corresponds to a switch or a checkbox widget which can represent both states as checked or unchecked.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Now we want to be able to prefill these fields when any product is selected on the table so that we can edit them on the form. To do this we leverage on the &lt;code&gt;Default value&lt;/code&gt; property of the input widget and add moustache syntax to fetch data on the selected row and add it to the field. &lt;/p&gt;

&lt;p&gt;Add the following to the &lt;code&gt;Default value&lt;/code&gt; entry on the &lt;code&gt;Product name&lt;/code&gt; field to prefill it with the name of the product on a selected row.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;&lt;span class="nx"&gt;Table1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;selectedRow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;name&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If you don't see the details of the input widget, click on the settings icon beside it to bring up the properties of the widegt, as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdn851teszb4krh7pdvig.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdn851teszb4krh7pdvig.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Do this for the other fields adding in the corresponding column name for each one. Also set the &lt;code&gt;Data type&lt;/code&gt; property for the input fields: &lt;code&gt;quantity&lt;/code&gt;, &lt;code&gt;backorderLimit&lt;/code&gt;, and &lt;code&gt;price&lt;/code&gt; to type of &lt;code&gt;Number&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;For the &lt;code&gt;"backordered"&lt;/code&gt; switch use the &lt;em&gt;&lt;code&gt;Default Selected&lt;/code&gt;&lt;/em&gt; option to add the moustache syntax as with the other fields, as shown below, this will automatically change the state of the switch depending on what value on the "backordered" column is for the selected row.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F98pyf4ambwblncx1sk7i.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F98pyf4ambwblncx1sk7i.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;h4&gt;
  
  
  &lt;u&gt;Updating A Product&lt;/u&gt;
&lt;/h4&gt;

&lt;p&gt;Once this is done, we need to write a query that helps to update the document in the database when we change something in the form and hit the submit button. This query will be tethered to the &lt;code&gt;Submit&lt;/code&gt; button widget, which was automatically added when the form was created.&lt;/p&gt;

&lt;p&gt;We will now create a new Api to handle this, using the same steps as we have done for the first one, give this a name, and use the same headers from before. In the body of the request, we want to add the following to pick data from the input fields and send them to the graphQL api:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="p"&gt;{{&lt;/span&gt;
    &lt;span class="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;stringify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="na"&gt;query&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;`mutation ($object: ProductInput!){
                            updateProduct(
                                id: "&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;Table1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;selectedRow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;_id&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;",
                                data: $object
                            )
                            {
                                name
                            }
                        }`&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="na"&gt;variables&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;object&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
                    &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;Input1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="na"&gt;description&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;Input2&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="na"&gt;price&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;Input3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;                        
                    &lt;span class="na"&gt;quantity&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;Input4&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="na"&gt;backorderLimit&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;Input6&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;text&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="na"&gt;backordered&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;Switch1&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;isSwitchedOn&lt;/span&gt;
                &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;)}}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This query fetches the ID of the currently selected row, and uses the data from the pre-filled and or edited form to update the details of the produt on the Fauna database. &lt;/p&gt;

&lt;p&gt;Let's now tie this with the submit button so that when we edit the form and click submit the this api is called. Head over to the submit widget and bring up the settings pane, and under the &lt;code&gt;Actions&lt;/code&gt; section choose the option to &lt;code&gt;Execute a query&lt;/code&gt; and then select the &lt;code&gt;updateProduct&lt;/code&gt; api from the list of options showed.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fehr0nu8owtwo816pb3s7.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fehr0nu8owtwo816pb3s7.PNG" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;



&lt;p&gt;We also want the table to refresh its data &lt;code&gt;onSuccess&lt;/code&gt; of the api query, and we do this by specifying an &lt;code&gt;onSuccess&lt;/code&gt; action right beneath the &lt;code&gt;onClick&lt;/code&gt; action of the submit button, this also &lt;code&gt;Executes a query&lt;/code&gt; via the FaunaApi which we created first - remember this api is responsible for populating the table with data from the database. You can now select any row from the table, edit it in the form and send the request to update the database, which in turn updates the table accordingly.&lt;/p&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;In this article, we have seen a brief introduction to Fauna, and the kind of flexibility it offers, we created a FaunaDB database, and generated data automatically with the help of Fauna including a full fledged GraphQL API, which helped us to intereact with Appsmith later on, lastly we worked with Appsmith to build a simple product management tool for business owners, and connected it to our Fauna API, using &lt;code&gt;datasources&lt;/code&gt; from Appsmith. Hopefully this tutorial has further shown you what is possible with serverless technologies like Appsmith and Fauna. Thanks for sticking with me till the end, happy coding!.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>How to Create Simple Versioning In your Database Using Fauna's Temporality Feature</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Wed, 22 Sep 2021 22:28:32 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/how-to-create-simple-versioning-in-your-database-using-fauna-s-temporality-feature-3fkp</link>
      <guid>https://dev.to/curiouspaul1/how-to-create-simple-versioning-in-your-database-using-fauna-s-temporality-feature-3fkp</guid>
      <description>&lt;h2&gt;
  
  
  What is temporality ?
&lt;/h2&gt;

&lt;p&gt;The temporality feature in Fauna is a feature that allows users to see how the data in their database has changed over time. The temporality feature involves two unique and interesting functions:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;The &lt;a href="https://docs.fauna.com/fauna/current/api/fql/functions/at?lang%3Dpython?utm_source%3DDevTo%26utm_medium%3Dreferral%26utm_campaign%3DWritewithFauna_Temporality_PAsalu" rel="noopener noreferrer"&gt;At&lt;/a&gt; function&lt;/li&gt;
&lt;li&gt;The &lt;a href="https://docs.fauna.com/fauna/current/api/fql/functions/events?lang%3Dpython?utm_source%3DDevTo%26utm_medium%3Dreferral%26utm_campaign%3DWritewithFauna_Temporality_PAsalu" rel="noopener noreferrer"&gt;Events&lt;/a&gt; function&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;In this article, I’ll be showing you how to use the temporality features provided by Fauna to create a simple “versioning” tool that can help you manage different versions of your data across their lifetime in the database — don’t worry it’ll make sense as you proceed.&lt;/p&gt;

&lt;h2&gt;
  
  
  Creating and configuring the database
&lt;/h2&gt;

&lt;p&gt;The first thing you must do is to create a Fauna database instance and add some data to it. To do this head over to your &lt;a href="https://dashboard.fauna.com/?utm_source%3DDevTo%26utm_medium%3Dreferral%26utm_campaign%3DWritewithFauna_Temporality_PAsalu" rel="noopener noreferrer"&gt;Fauna dashboard&lt;/a&gt; and click on the create database  button on the dashboard.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkl80hcl5h44lzm3y4kwr.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkl80hcl5h44lzm3y4kwr.PNG" alt="Create database button"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This brings up a prompt where you can type in a name for your database, and add other config options. Add a name for the database and make sure to check the “use demo data” option so Fauna can pre-populate the database with dummy data, as well as indexes that you can use for test purposes.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ft6bu4b9ng2zvjizzb4o8.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ft6bu4b9ng2zvjizzb4o8.PNG" alt="Create database form"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Fetching an API key
&lt;/h2&gt;

&lt;p&gt;Next you’ll head over to the Security tab and select the new key option to generate a new API key, so you can communicate with Fauna securely from your application. Clicking on the “new key” option should prompt you to enter details about this new key, most of which have already been pre-filled.&lt;/p&gt;

&lt;p&gt;The default options are just good for the purposes of this tutorial, so you can leave them as they are and click “save” to generate the key.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4x6aszzs70qa5xjakoh8.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4x6aszzs70qa5xjakoh8.PNG" alt="Fetching api key page"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Copy the key you get and save it in a secure location. I’ll be saving mine in an environment variable called “Fauna-secret” and I’ll be using it for the rest of this article, to reference  the key.&lt;/p&gt;

&lt;h2&gt;
  
  
  Building the “versioning” middle-ware
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Pre-Requisites
&lt;/h3&gt;

&lt;p&gt;For the purposes of this tutorial you will be needing the following :&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Python3&lt;/li&gt;
&lt;li&gt;Faunadb python package: this can be installed from the command line or terminal using pip as follows:
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;pip install faunadb&lt;/p&gt;

&lt;h3&gt;
  
  
  The “At” Command
&lt;/h3&gt;

&lt;p&gt;The first temporality tool that Fauna offers is the At command, which takes in a timestamp and allows you to see the state of a collection at that point in time.&lt;/p&gt;

&lt;p&gt;Fauna automatically adds a timestamp upon creation of the database, and as well as when new data is added to a collection. If more than one document is added to a collection at a time, then they’ll share the same timestamp. &lt;/p&gt;

&lt;p&gt;We can run a simple query to see all “customers” data from the database and observe the timestamp on each document in the response. To do this create a file called main.py and add the following lines of code to it.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaClient&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.errors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaError&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;HttpError&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;dotenv&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;load_dotenv&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;typing&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="nf"&gt;load_dotenv&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;FaunaClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;secret&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Fauna-secret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

&lt;span class="c1"&gt;# reviewing customer data
&lt;/span&gt;&lt;span class="n"&gt;customers&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;map_&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="k"&gt;lambda&lt;/span&gt; &lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;document&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;customers&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;customers&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The result from this query should look like the image below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzk8qg08tuhnmrnjqfey5.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzk8qg08tuhnmrnjqfey5.PNG" alt="result from first query"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Observe how the documents have the same timestamp in the response, since they were created at the same time. Copy this timestamp so you can use it to see what the “customer” collection was like at this time after we’ve added new data to the collection - by passing it to the &lt;strong&gt;At&lt;/strong&gt; function. &lt;/p&gt;

&lt;p&gt;Let’s add some new documents to the &lt;code&gt;“customer”&lt;/code&gt; collection and then use the timestamp from before to see what the table looked like at that time. &lt;/p&gt;

&lt;p&gt;From your dashboard on Fauna, head over to the &lt;code&gt;“customers”&lt;/code&gt; collection and use the &lt;strong&gt;New Document&lt;/strong&gt; option to add two new customer documents, with whatever info you choose.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdn3jcb765cruz5rq5may.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdn3jcb765cruz5rq5may.PNG" alt="adding new customer document"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Do this one more time so you have two new customers. Once this is done, comment out the code in main.py and add the following lines of code to the file in order to see the documents that were in the customer collections at the timestamp you copied earlier.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaClient&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.errors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaError&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;HttpError&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;dotenv&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;load_dotenv&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;typing&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="nf"&gt;load_dotenv&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;FaunaClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;secret&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Fauna-secret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

&lt;span class="c1"&gt;# # reviewing customer data
# customers = client.query(
#     q.map_(
#         lambda x: q.get(x),
#         q.paginate(
#             q.document(q.collection('customers'))
#         )
#     )
# )
&lt;/span&gt;
&lt;span class="c1"&gt;# print(customers)
&lt;/span&gt;
&lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;at&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="mi"&gt;1632242211590000&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;documents&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;customers&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Running this would give us the following result:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbqm3rxwmbbdhm2e0fsey.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbqm3rxwmbbdhm2e0fsey.PNG" alt="result from second query"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This is obviously not the latest version of our customer table, since we’ve added two new documents to it. This is instead a snapshot of what the collection was like at that timestamp. So with the At function we can peek at the data stored in the database at any given point recorded. &lt;/p&gt;

&lt;h3&gt;
  
  
  The “Event” Command
&lt;/h3&gt;

&lt;p&gt;This is the second temporality feature that Fauna offers, and it allows you to see the different versions of a document over its lifetime in the database. This is possible because Fauna creates a copy each time an update is made to the document, as opposed to re-writing the document itself.&lt;/p&gt;

&lt;p&gt;In order to test this, let’s update one of the customer’s data, comment the previous lines of code and add the following to update the user with id of &lt;code&gt;“101”&lt;/code&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaClient&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.errors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaError&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;HttpError&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;dotenv&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;load_dotenv&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;typing&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="nf"&gt;load_dotenv&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;FaunaClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;secret&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Fauna-secret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

&lt;span class="c1"&gt;# # reviewing customer data
# customers = client.query(
#     q.map_(
#         lambda x: q.get(x),
#         q.paginate(
#             q.document(q.collection('customers'))
#         )
#     )
# )
&lt;/span&gt;
&lt;span class="c1"&gt;# print(customers)
&lt;/span&gt;
&lt;span class="c1"&gt;# data = client.query(
#     q.at(
#         1632242211590000,
#         q.paginate(
#             q.documents(q.collection('customers'))
#         )
#     )
# )
&lt;/span&gt;
&lt;span class="c1"&gt;# print(data)
&lt;/span&gt;
&lt;span class="c1"&gt;# update name
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;update&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;customers&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;101&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;),&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;firstName&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Boyle&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;lastName&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Johnson&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# update contact details
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;update&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;customers&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;101&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;),&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;telephone&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;854-456-3982&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The code above will update the user twice, that way you can see how it’s changed over the course of two updates. Now let’s use the event command to see the versions of this document. Comment out these lines of code as with the previous ones and add the following instead.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaClient&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.errors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaError&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;HttpError&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;dotenv&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;load_dotenv&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;typing&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="nf"&gt;load_dotenv&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;FaunaClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;secret&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Fauna-secret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

&lt;span class="c1"&gt;# ...
# ..
&lt;/span&gt;
&lt;span class="c1"&gt;# update name
# client.query(
#     q.update(
#         q.ref(
#             q.collection('customers'),
#             "101"
#         ),
#         {'data': {'firstName':'Boyle', 'lastName':'Johnson'}}
#     )
# )
&lt;/span&gt;
&lt;span class="c1"&gt;# # update contact details
# client.query(
#     q.update(
#         q.ref(
#             q.collection('customers'),
#             "101"
#         ),
#         {'data': {'telephone': '854-456-3982'}}
#     )
# )
&lt;/span&gt;&lt;span class="n"&gt;results&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;events&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;customers&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;101&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;resp&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;results&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;resp&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;end&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Running the main.py file this time gives us the following results, containing the different versions of the file and what operation was performed on them each time, as well their corresponding timestamps.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fco7vlxqrucrr3ty7czor.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fco7vlxqrucrr3ty7czor.PNG" alt="result from third query"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;These two functions At and Events are what you’ll be using to create the “versioning” tool.&lt;/p&gt;

&lt;h2&gt;
  
  
  The versioning tool
&lt;/h2&gt;

&lt;p&gt;Now that you already know what At and Event are, we can begin to build a versioning tool that can help us revert from the current state of our document to a previous state, when we need to. To begin, clear out the code in main.py except of course the imports and the Fauna client instance. We’ll start by writing a function called downgrade that will let us jump backward in time. So add the following lines of code to &lt;code&gt;main.py&lt;/code&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaClient&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.errors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaError&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;HttpError&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;dotenv&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;load_dotenv&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;typing&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="nf"&gt;load_dotenv&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;FaunaClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;secret&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Fauna-secret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;introspect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ref_id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;events_&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;events&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;customers&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;ref_id&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;events_&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;downgrade&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ref_id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;steps&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;events_&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;introspect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ref_id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# fetch previous state and update document with it instead
&lt;/span&gt;    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;update&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;customers&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;ref_id&lt;/span&gt;
                &lt;span class="p"&gt;),&lt;/span&gt;
                &lt;span class="p"&gt;{&lt;/span&gt;
                    &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;events_&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="n"&gt;steps&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                &lt;span class="p"&gt;}&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;FaunaError&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;An error occurred while trying to update object, try again.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;downgraded object successfully&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;introspect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;102&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; &lt;span class="c1"&gt;# inspect the history of the document before running the downgrade
&lt;/span&gt;&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;downgrade&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;102&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt; 
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Here I’ve added two functions, one of which is called introspect and the other downgrade. The introspect function allows us to inspect  the different versions of the document so we can determine which one we want to jump to. The list of items in the introspect function is in ascending order, meaning the latest version of the document is in the last place — which is why in the downgrade function we use negative index to reference it.&lt;/p&gt;

&lt;p&gt;Both functions take in the ref_id as an argument, so you need to know the id of the document you want to edit.  The downgrade function takes one extra optional parameter however, called steps. This is used to specify which of the versions is to be jumped back to, and it's set to -2 by default meaning it's a step up from the last (or latest version of the document), or the immediate previous version of the document. If you don’t specify a step, it assumes you want that, however if you do then it uses the value you provide instead. &lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;&lt;code&gt;Note&lt;/code&gt;: For each downgrade the function creates a new update with the info gotten from the introspect function. So in essence, the history of the document continues to lengthen and so does the latest version. For optimum experience you may want to introspect and pick a specific version then jump there, if it's not the immediate previous version of the latest one.&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;In this tutorial, I have shown you how to create and pre-populate your database from your Fauna dashboard. I have also explained in detail the temporality features provided by Fauna, and further went on to show you how you might build a simple versioning script that could help improve your experience working with Fauna. The workings of the temporality features are not bounded by what I covered in this article, there’s a lot more you could accomplish by using these features, you could possibly even want to extend my implementation by building a class instead and adding more features to help your development process.&lt;/p&gt;

&lt;p&gt;You can find the code on github via this link: &lt;/p&gt;

&lt;p&gt;&lt;a href="https://github.com/Curiouspaul1/fauna-temporality-demo" rel="noopener noreferrer"&gt;https://github.com/Curiouspaul1/fauna-temporality-demo&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Written in connection with the &lt;a href="https://fauna.com/blog/write-with-fauna" rel="noopener noreferrer"&gt;Write with Fauna Program&lt;/a&gt;. &lt;/p&gt;

</description>
      <category>fauna</category>
      <category>tutorial</category>
      <category>database</category>
      <category>python</category>
    </item>
    <item>
      <title>Building An E-commerce Telegram Bot Using Python and Fauna.</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Sun, 13 Jun 2021 00:18:14 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/building-an-e-commerce-telegram-bot-using-python-and-fauna-1hj5</link>
      <guid>https://dev.to/curiouspaul1/building-an-e-commerce-telegram-bot-using-python-and-fauna-1hj5</guid>
      <description>&lt;p&gt;This article will show you how to build a telegram bot for a small-scale business owner. This bot will be pretty similar to the popular platform WhatsApp Business in terms of its features. We will see how to implement those features and set up our database on Fauna’s serverless system to host user data. &lt;/p&gt;

&lt;p&gt;Before we begin, let me inform you that I will be calling this bot &lt;strong&gt;telegram-business&lt;/strong&gt; for the rest of this tutorial.&lt;/p&gt;

&lt;h3&gt;
  
  
  WHAT TELEGRAM-BUSINESS CAN DO
&lt;/h3&gt;

&lt;p&gt;First off, there are two kinds of users: customers and business owners. The features of the bot are classified according to the typeof users allowed on the platform. The following includes the features of telegram-business:&lt;/p&gt;

&lt;h4&gt;
  
  
  CUSTOMER FEATURES:
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;Customers can view businesses from four different categories.&lt;/li&gt;
&lt;li&gt;Customers can view products from any of these businesses.&lt;/li&gt;
&lt;li&gt;Customers can place an order on a product.&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  BUSINESS OWNER FEATURES:
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;Business owners can create a catalog and add products.&lt;/li&gt;
&lt;li&gt;Business owners will get notified when a user places an order.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Pre-Requisites
&lt;/h3&gt;

&lt;p&gt;For this tutorial I’m going to be using Python3, as well as Fauna’s platform.To follow this tutorial, you’ll want to have Python installed and have an account with Fauna. If you do not have a Fauna account, you can signup on the website, &lt;a href="https://fauna.com" rel="noopener noreferrer"&gt;here&lt;/a&gt;. It is in your best interest to have a fundamental knowledge of Python to follow this tutorial.  I’ll also be using Cloudinary to store product images. You can sign up for a free Cloudinary account, &lt;a href="https://cloudinary.com/users/register/free" rel="noopener noreferrer"&gt;here&lt;/a&gt;. Here’s a detailed list of the things we need for this bot:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Python3&lt;/li&gt;
&lt;li&gt;A fauna account&lt;/li&gt;
&lt;li&gt;A cloudinary account&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Preparing the database
&lt;/h3&gt;

&lt;p&gt;The first thing we want to do is to set up our database on Fauna. Head over to fauna.com and log in to your dashboard. Once logged in, click on the &lt;strong&gt;“New Database”&lt;/strong&gt; button on the dashboard to create a new database.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxszldneyiv285o59b9zz.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxszldneyiv285o59b9zz.PNG" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This will bring you to a page just like in the image above. Fill in the required fields and click on &lt;strong&gt;“Save”&lt;/strong&gt; to create a new database for our bot. &lt;/p&gt;

&lt;h4&gt;
  
  
  Creating Collections
&lt;/h4&gt;

&lt;p&gt;Next, we’ll create three collections for each entity on our platform; &lt;strong&gt;Users, Businesses, and Products&lt;/strong&gt;. Click on &lt;strong&gt;“New Collection.”&lt;/strong&gt; It should take you to a new page like the one below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fl3pcay7n20et96we8al7.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fl3pcay7n20et96we8al7.PNG" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Call this one &lt;strong&gt;Users&lt;/strong&gt; and hit the &lt;strong&gt;“Save”&lt;/strong&gt; button to create the collection. After doing that, create two other collections, &lt;strong&gt;Business, and Products&lt;/strong&gt;. Once you’re done, you should now have three collections show up on the collections menu option.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0dg6a71f9fneucol8zxz.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0dg6a71f9fneucol8zxz.PNG" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Let’s move on to creating indexes for easy retrieval of information from our database.&lt;/p&gt;

&lt;h4&gt;
  
  
  Creating Indexes
&lt;/h4&gt;

&lt;p&gt;For our e-commerce system, we’re going to have to create   several indexes to help with getting the information we need faster. To create an index head over to the &lt;strong&gt;indexes&lt;/strong&gt; menu option and click on the &lt;strong&gt;“New Index”&lt;/strong&gt; button to create a new index. It should take you to a new page that looks similar to the one below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbwgk5uq0kd3htbr28yij.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbwgk5uq0kd3htbr28yij.PNG" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The first index we want to make allows us to find users by their name. So we’ll pick the source collection, which is the &lt;strong&gt;User&lt;/strong&gt; collection for this first index, and then give our index the name &lt;strong&gt;“user_by_name”&lt;/strong&gt; then we choose the term we want to search on, which is the &lt;strong&gt;“name”&lt;/strong&gt; of the user, and so we enter &lt;strong&gt;“name”&lt;/strong&gt; in the term field, you can leave the values field empty as is. Once done, your form should look like the one below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2oqo3lkaufvh77tijvkf.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2oqo3lkaufvh77tijvkf.PNG" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Next create three more indexes with the following information:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt; &lt;strong&gt;business_by_name&lt;/strong&gt;:  {source collection: &lt;strong&gt;Business&lt;/strong&gt;, term: &lt;strong&gt;name&lt;/strong&gt;}&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;product_by_business&lt;/strong&gt;: {source collection: &lt;strong&gt;Product&lt;/strong&gt;, term: &lt;strong&gt;sme&lt;/strong&gt;}&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;business_by_category&lt;/strong&gt;: {source collection: &lt;strong&gt;Business&lt;/strong&gt;, term: &lt;strong&gt;category&lt;/strong&gt;}&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  Generating an API_KEY
&lt;/h4&gt;

&lt;p&gt;One last thing we need to get from Fauna is the API_KEY for our database to send queries to it over the internet. Head over to the Security option and click on the &lt;strong&gt;“New Key”&lt;/strong&gt; option—it should take you to a new page with a form. Click &lt;strong&gt;“Save”&lt;/strong&gt;, and it’ll generate a key for you to copy. Copy that key and save it in a text file somewhere we’ll use it later.&lt;/p&gt;

&lt;h3&gt;
  
  
  Building The Bot
&lt;/h3&gt;

&lt;h4&gt;
  
  
  Talking with BotFather
&lt;/h4&gt;

&lt;p&gt;To build a Telegram bot, we must register it with Telegram’s bot father. To create your bot, open up Telegram and search for the bot father or simply click &lt;a href="https://t.me/botfather" rel="noopener noreferrer"&gt;here&lt;/a&gt; to go to the bot father’s chat. &lt;/p&gt;

&lt;p&gt;Once there, type &lt;strong&gt;“/start”&lt;/strong&gt; to begin a conversation with the botfather, and it’ll show you a list of commands that you can use to interact with it; these commands can be typed or clicked on to execute them.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2gnisit6dbugsgc9mvte.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2gnisit6dbugsgc9mvte.PNG" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Choose the &lt;strong&gt;/newbot&lt;/strong&gt; command to create a new bot. Once we do that, botfather will ask for a name and then a username. Once we do this, the botfather will provide us with information about the new bot, like the link to the bot and an access token which is what we need for now. Copy this and save it somewhere.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fnqq9attlp9pe3cigfiiy.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fnqq9attlp9pe3cigfiiy.PNG" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h4&gt;
  
  
  Scripting Telegram-Business
&lt;/h4&gt;

&lt;p&gt;We'll start by creating a virtual environment for our project, opening up your command prompt, and changing the directory to your preferred location (this should preferably be a new empty folder). Once there, create a virtual environment using any desired virtual environment manager in Python. I’m using &lt;strong&gt;virtualenv&lt;/strong&gt; to create one called &lt;strong&gt;“env”&lt;/strong&gt; for example, I’ll run the following command:&lt;br&gt;
&lt;/p&gt;

&lt;p&gt;&lt;code&gt;virtualenv env&lt;/code&gt;&lt;br&gt;
&lt;/p&gt;

&lt;p&gt;Next, we’ll activate our virtual environment and install the following python packages:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Python-telegram-bot&lt;/strong&gt;: which helps us write code for controlling our bot.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Faunadb&lt;/strong&gt;: which is a Python package that helps us interact with Fauna's api from our scripts.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;python-dotenv&lt;/strong&gt;: which will help us read config variables easily.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Cloudinary&lt;/strong&gt;: a client library for our photo storage API. Make sure to sign up for a cloudinary account and get your api_key and secret from the dashboard. We'll need those later on.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0myf6grt01jsv1gkd352.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F0myf6grt01jsv1gkd352.PNG" alt="A screenshot of the terminal showing the commands used to activate the virtual environment as well as the one for installing the listed out packages."&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We’ll start by creating the following files in our project folder:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;handlers.py&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;main.py&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;config.py&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;.env&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I’ll split the implementation of the handlers into two parts :&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Customer Functionalities&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Business Functionalities&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;We’ll start with the business functionalities, which includes the bot’s interaction with users who are business owners. The first thing we need to do is to add our tokens and keys from botFather, cloudinary and Fauna to the &lt;strong&gt;.env&lt;/strong&gt; file, as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nv"&gt;BOT_TOKEN&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="k"&gt;***&lt;/span&gt;486&lt;span class="k"&gt;**&lt;/span&gt;:&lt;span class="k"&gt;*******&lt;/span&gt;-&lt;span class="k"&gt;****&lt;/span&gt;ro
&lt;span class="nv"&gt;API_SECRET&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;-&lt;span class="k"&gt;****&lt;/span&gt;OcAGV&lt;span class="k"&gt;****&lt;/span&gt;
&lt;span class="nv"&gt;API_KEY&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="k"&gt;********&lt;/span&gt;21
&lt;span class="nv"&gt;FAUNA_KEY&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;f&lt;span class="k"&gt;****&lt;/span&gt;8sZ&lt;span class="k"&gt;*****&lt;/span&gt;J&lt;span class="k"&gt;****&lt;/span&gt;Gd4&lt;span class="k"&gt;****&lt;/span&gt;Q
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once this is done, we move on to the &lt;strong&gt;config.py&lt;/strong&gt; file, and in there, we point some variables to these environment variables from the &lt;strong&gt;.env&lt;/strong&gt; file by reading them via the &lt;strong&gt;python-dotenv&lt;/strong&gt; package we installed earlier. This package allows us to read environment variables from files and even directly from the command prompt.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;dotenv&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;load_dotenv&lt;/span&gt;

&lt;span class="nf"&gt;load_dotenv&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="n"&gt;TOKEN&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;BOT_TOKEN&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;api_secret&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;API_SECRET&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;api_key&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;API_KEY&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;FAUNA_KEY&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;FAUNA_KEY&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now, we can use these variables in our code without reading from the env file. Next, we begin with our handler methods, and these will handle how the bot interacts with the users on Telegram.&lt;/p&gt;

&lt;p&gt;We’ll start with the handler methods responsible for managing the bot’s interaction with users who sign up to be business owners.. The file for this code is &lt;strong&gt;handlers.py&lt;/strong&gt;, and import the required dependencies.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;telegram&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;ReplyKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;ReplyKeyboardRemove&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;InlineKeyboardMarkup&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;telegram.ext&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;CommandHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CallbackContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;ConversationHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;MessageHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;Filters&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Updater&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CallbackQueryHandler&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;config&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;sender_email&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_secret&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;FAUNA_KEY&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;cloudinary&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;cloudinary.uploader&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;upload&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaClient&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.errors&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;NotFound&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;We’ll add some of the boilerplate config for some of our dependencies, so add the following after importing all these:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# configure cloudinary
&lt;/span&gt;&lt;span class="n"&gt;cloudinary&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;config&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;cloud_name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;curiouspaul&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;api_secret&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;api_secret&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# fauna client config
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;FaunaClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;secret&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;FAUNA_KEY&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Define Options
&lt;/span&gt;&lt;span class="n"&gt;CHOOSING&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CLASS_STATE&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;SME_DETAILS&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CHOOSE_PREF&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; \
    &lt;span class="n"&gt;SME_CAT&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;ADD_PRODUCTS&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;SHOW_STOCKS&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;POST_VIEW_PRODUCTS&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;range&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;8&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The first config is for our Cloudinary instance, and the second for our Fauna client instance, the variables following that represent the states of the bot or at least the state that it could be in as users interact with it. This is required by the “conversationhandler” which is a method that allows us to script our bots in a way that makes their interaction with people more natural. The names of each variable slightly indicate what state they represent. For example, the &lt;strong&gt;SME_DETAILS&lt;/strong&gt; state is tied to certain methods of asking the user for details of their business.&lt;/p&gt;

&lt;h5&gt;
  
  
  Adding Handler Methods
&lt;/h5&gt;

&lt;p&gt;We’ll continue from this point by adding handler methods to our script. The first handler method we need to add is the one that handles what takes place when we initiate a conversation with the bot via the &lt;strong&gt;/start&lt;/strong&gt; command. &lt;/p&gt;

&lt;p&gt;The following lines of code are what gets called when someone uses the &lt;strong&gt;/start&lt;/strong&gt; command on our bot, so add it to the handler code.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;start&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;CallbackContext&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;You called&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hi fellow, Welcome to SMEbot ,&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Please tell me about yourself, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;provide your full name, email, and phone number, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;separated by comma each e.g: &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;John Doe, JohnD@gmail.com, +234567897809&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;CHOOSING&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Look at how I return a new state of the bot’s conversation, which is one of our predefined states from earlier. This function sends back an intro message and requests information from the user. &lt;/p&gt;

&lt;p&gt;The following state is &lt;strong&gt;CHOOSING&lt;/strong&gt;, and this state is tied to another method, which takes the user input and parses it to make sure it is correct before using the info to sign a user up. Then it prompts the user to pick what kind of user he/she is i.e., a &lt;strong&gt;customer or business owner&lt;/strong&gt;. Add the following lines of code to add this method:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# get data generic user data from user and store
&lt;/span&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;choose&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="c1"&gt;# create new data entry
&lt;/span&gt;    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;split&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;,&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;&lt;/span&gt; &lt;span class="mi"&gt;3&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Invalid entry, please make sure to input the details &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;as requested in the instructions&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Type /start, to restart bot&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;ConversationHandler&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;END&lt;/span&gt;
    &lt;span class="c1"&gt;#TODO: Check if user already exists before creating new user
&lt;/span&gt;    &lt;span class="n"&gt;new_user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;User&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:{&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;telephone&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;is_smeowner&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;preference&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;chat_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;
            &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user-id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;new_user&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ref&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;id&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user-name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user-data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;new_user&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="n"&gt;reply_keyboard&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
    &lt;span class="p"&gt;[&lt;/span&gt;
        &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SME&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SME&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;),&lt;/span&gt;
        &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Customer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Customer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;]&lt;/span&gt;
  &lt;span class="p"&gt;]&lt;/span&gt;
  &lt;span class="n"&gt;markup&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;reply_keyboard&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;one_time_keyboard&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Collected information succesfully!..🎉🎉 &lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Which of the following do you identify as ?&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;markup&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;CLASS_STATE&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This function takes the user input, parses it, and uses the result to save the user’s information onto our database on Fauna by using the query method from the Fauna library to send a post request to the Fauna API which writes to the database.&lt;/p&gt;

&lt;p&gt;We also store some information about the user in memory with the &lt;strong&gt;context.user_data[]&lt;/strong&gt; attribute - that we’ll need later in other handler methods. Lastly, we return a response as well as a new conversation state, this state (&lt;strong&gt;CLASS_STATE&lt;/strong&gt;) is where we’ll determine what kind of user we’re dealing with i.e a &lt;strong&gt;customer&lt;/strong&gt; or a &lt;strong&gt;business owner&lt;/strong&gt;.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;classer&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="n"&gt;name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user-name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;lower&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="c1"&gt;# update user as smeowner
&lt;/span&gt;        &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;update&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;User&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user-id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]),&lt;/span&gt;
                &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;is_smeowner&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Great! &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;, please tell me about your business, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;provide your BrandName, Brand email, Address, and phone number&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;in that order, each separated by comma(,) each e.g: &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;JDWears, JDWears@gmail.com, 101-Mike Avenue-Ikeja, +234567897809&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;ReplyKeyboardRemove&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;

        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;SME_DETAILS&lt;/span&gt;
    &lt;span class="n"&gt;categories&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;  
        &lt;span class="p"&gt;[&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Clothing/Fashion&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Clothing/Fashion&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hardware Accessories&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hardware Accessories&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;],&lt;/span&gt;
        &lt;span class="p"&gt;[&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Food/Kitchen Ware&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Food/Kitchen Ware&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ArtnDesign&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ArtnDesign&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Here&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;s a list of categories available&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Choose one that matches your interest&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;categories&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;CHOOSE_PREF&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;However, the function sends a different response to the user if the user identifies as a &lt;strong&gt;customer&lt;/strong&gt; instead. There is a menu of categories for the customer to choose from in order to view the businesses under the chosen category. If the user identifies as a customer these categories are sent as a response to the user and a new state is returned associated with customer functionalities.&lt;/p&gt;

&lt;p&gt;Let's add a &lt;em&gt;"cancel"&lt;/em&gt; command handler to help users cancel their interaction with the bot at any time. Add the following function next:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# Control
&lt;/span&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;cancel&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;CallbackContext&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; 
    &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;reply_text&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Bye! I hope we can talk again some day.&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;ReplyKeyboardRemove&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;ConversationHandler&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;END&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;At this point, we can test our bot to see how it responds to our interactions. In order to test the bot, we need to register our handlers with the conversation handler method in &lt;strong&gt;main.py&lt;/strong&gt; and map them to each state, as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;telegram.ext&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;CommandHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CallbackContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;ConversationHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;MessageHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;Filters&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Updater&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CallbackQueryHandler&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;config&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;TOKEN&lt;/span&gt;

&lt;span class="n"&gt;updater&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Updater&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;token&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;TOKEN&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;use_context&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;updater&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;dispatcher&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;updater&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;dispatcher&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;conv_handler&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ConversationHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;entry_points&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nc"&gt;CommandHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;start&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;start&lt;/span&gt;&lt;span class="p"&gt;)],&lt;/span&gt;
        &lt;span class="n"&gt;states&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;CHOOSING&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;MessageHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;Filters&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;all&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choose&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;CLASS_STATE&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;CallbackQueryHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;classer&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt;
        &lt;span class="n"&gt;fallbacks&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nc"&gt;CommandHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;cancel&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;cancel&lt;/span&gt;&lt;span class="p"&gt;)],&lt;/span&gt;
        &lt;span class="n"&gt;allow_reentry&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;dispatcher&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add_handler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;conv_handler&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;updater&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;start_polling&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;updater&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;idle&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Save this,go to your terminal, and run the bot via the &lt;strong&gt;main.py&lt;/strong&gt; file as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpiq948wbgrog39t48kgo.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpiq948wbgrog39t48kgo.PNG" alt="A screenshot showing the command to run the file from the terminal"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once you run this command, you might not see any immediate prompt from the terminal until you begin interacting with the bot. Let’s go to our bot and initiate a conversation. Use the link that botFather provided you with or just search with the name of your bot in Telegram.&lt;/p&gt;

&lt;p&gt;Once there, use the &lt;strong&gt;/start&lt;/strong&gt; command, or just click the start button on the chat, with your bot  to initialize a conversation.  You should see your bot respond as such:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F35ymd2o7jjxqi3ghjyrq.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F35ymd2o7jjxqi3ghjyrq.PNG" alt="A screenshot showing the response from our bot (telegram-business) as we've programmed it from earlier steps"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Follow the prompt, type in the required information, and send it as a message to activate the next state of the conversation, which is going to ask you to pick what kind of user you identify as, an &lt;strong&gt;SME&lt;/strong&gt; owner or a &lt;strong&gt;customer&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fokmcsz254znbysqc9gyz.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fokmcsz254znbysqc9gyz.PNG" alt="A screenshot showing the response from our bot  after we provide it with the details it asked for."&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Choosing the &lt;strong&gt;SME&lt;/strong&gt; option prompts us to enter details about our &lt;strong&gt;“business”&lt;/strong&gt; as described in the &lt;strong&gt;classer()&lt;/strong&gt; method we defined earlier on. However, if we chose the customer option as our preference, then the bot responds with a list of category options to choose from.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjsbxcostsl2d9jvisumg.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjsbxcostsl2d9jvisumg.PNG" alt="A screesnshot of another response from the bot prompting the user to enter details about his/her business just as we've programmed it."&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This is as far as our bot can go, since we haven’t added the handler methods for the remaining functionalities we want. So let’s continue with scripting the bot.&lt;/p&gt;

&lt;p&gt;The following is a series of handler methods that are responsible for all business functionalities. Add the following handler methods in the order that they are below. I am listing them out based on their functionalities, and some may involve more than one handler method:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Collecting Business Details and Storing&lt;/strong&gt;: For this, there are two functions; the first takes user input from the last phase for a business, parses it and stores the data in memory, passes the data to the following handler method, and finally prompts the user to pick a category under which their business falls. &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The second one takes all the data and uses it to create a new business document in our Faunadb instance, prompts the user to add a new product, and then returns a new &lt;br&gt;
conversation state, which is associated with the handler methods responsible for adding products to the newly created business.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;business_details&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;split&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;,&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;&lt;/span&gt; &lt;span class="mi"&gt;4&lt;/span&gt; &lt;span class="ow"&gt;or&lt;/span&gt; &lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;&amp;gt;&lt;/span&gt; &lt;span class="mi"&gt;4&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Invalid entry, please make sure to input the details &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;as requested in the instructions&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;SME_DETAILS&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_dets&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;
    &lt;span class="c1"&gt;# categories = [
&lt;/span&gt;    &lt;span class="c1"&gt;#         ['Clothing/Fashion', 'Hardware Accessories'],
&lt;/span&gt;    &lt;span class="c1"&gt;#         ['Food/Kitchen Ware', 'ArtnDesign'],
&lt;/span&gt;    &lt;span class="c1"&gt;#         ['Other']
&lt;/span&gt;    &lt;span class="c1"&gt;# ]
&lt;/span&gt;    &lt;span class="n"&gt;categories&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;  
        &lt;span class="p"&gt;[&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Clothing/Fashion&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Clothing/Fashion&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hardware Accessories&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hardware Accessories&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;],&lt;/span&gt;
        &lt;span class="p"&gt;[&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Food/Kitchen Ware&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Food/Kitchen Ware&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ArtnDesign&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ArtnDesign&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="n"&gt;markup&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;categories&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;one_time_keyboard&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Pick a category for your business from the options&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;markup&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;SME_CAT&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;business_details_update&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="n"&gt;choice&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;
    &lt;span class="c1"&gt;# create business
&lt;/span&gt;    &lt;span class="n"&gt;new_sme&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Business&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:{&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_dets&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_dets&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;address&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_dets&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;telephone&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_dets&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;choice&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;lower&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
            &lt;span class="p"&gt;}}&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_dets&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;new_sme&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ref&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;id&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_cat&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;choice&lt;/span&gt;
    &lt;span class="n"&gt;button&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[[&lt;/span&gt;
        &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Add a product&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;choice&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;lower&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;]]&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Business account created successfully, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;let&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;s add some products shall we!.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;button&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;ADD_PRODUCTS&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Adding Products&lt;/strong&gt;: This involves two handler methods as well, the first one prompts the user and gives instructions on how the product can be added, while the second one takes the user input, parses it and uses it to create a new product, by adding it as a new document to our &lt;strong&gt;Product collection&lt;/strong&gt; on our Fauna instance.
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;add_product&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Add the Name, Description, and Price of product, &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;separated by commas(,) as caption to the product&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;s image&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;ADD_PRODUCTS&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;product_info&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;Update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;CallbackContext&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;photo&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getFile&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;photo&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;file_id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;file_&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;open&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;product_image&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;wb&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;photo&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;download&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;out&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;file_&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;caption&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;split&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;,&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# upload image to cloudinary
&lt;/span&gt;    &lt;span class="n"&gt;send_photo&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;upload&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;product_image&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;width&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;height&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;150&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;crop&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;thumb&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# create new product
&lt;/span&gt;    &lt;span class="n"&gt;newprod&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Product&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
                    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;description&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;price&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="nf"&gt;float&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;]),&lt;/span&gt;
                    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;image&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;send_photo&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;secure_url&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_chat_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_cat&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                &lt;span class="p"&gt;}&lt;/span&gt;
            &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# add new product as latest
&lt;/span&gt;    &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;update&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Business&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]),&lt;/span&gt;
            &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;latest&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;newprod&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ref&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;id&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
            &lt;span class="p"&gt;}}&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# context.user_data["product_data"] = newprod['data']
&lt;/span&gt;    &lt;span class="n"&gt;button&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[[&lt;/span&gt;&lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Add another product&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="p"&gt;)]]&lt;/span&gt;
    &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;reply_text&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Added product successfully&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;button&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;ADD_PRODUCTS&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This concludes the business part of the bot. We will now add more handler methods to cover the customer functionalities, as follows:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;View Businesses From any Category&lt;/strong&gt;: This involves a handler method that takes the user’s choice and uses our &lt;strong&gt;business_by_category&lt;/strong&gt; index to find all businesses in that category and then displays a list of the businesses with their latest merchandise as a thumbnail, along with two options.
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;## CUSTOMER
&lt;/span&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;customer_pref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# get all businesses in category
&lt;/span&gt;    &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;smes_&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;map_&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="k"&gt;lambda&lt;/span&gt; &lt;span class="n"&gt;var&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;var&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;business_by_category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                        &lt;span class="nf"&gt;str&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;lower&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
                    &lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;smes_&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;sme&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;smes_&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]:&lt;/span&gt;
            &lt;span class="n"&gt;button&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="p"&gt;[&lt;/span&gt;
                    &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;View Products&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                        &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;sme&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                    &lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="p"&gt;[&lt;/span&gt;
                    &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                        &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Select for updates&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                        &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;pref&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="o"&gt;+&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;,&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="o"&gt;+&lt;/span&gt;&lt;span class="n"&gt;sme&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                    &lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;latest&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;sme&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
                &lt;span class="n"&gt;thumbnail&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Product&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;sme&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;latest&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])))&lt;/span&gt;
                &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;thumbnail&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_photo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="n"&gt;photo&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;thumbnail&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;image&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                    &lt;span class="n"&gt;caption&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;sme&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;button&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="k"&gt;else&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
                &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;sme&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;button&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;NotFound&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;button&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[[&lt;/span&gt;
            &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Select another Category?&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;customer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;]]&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Nothing here yet&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;button&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;CLASS_STATE&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;SHOW_STOCKS&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;View Products&lt;/strong&gt;:  This is quite self-explanatory, and it involves listing out all products belonging to any business that the user has decided to view. We are able to display all products from a business with the aid of the &lt;strong&gt;products_by_business&lt;/strong&gt; index we created on our Fauna instance earlier, what this means is that we can send a query to fetch all the products that a business has on its catalogue (with the &lt;strong&gt;products_by_business&lt;/strong&gt; index) and then display the results to the user.
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;show_products&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;pref&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt;  &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;split&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;,&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;replace&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt; &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;''&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user_by_name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user-data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]),&lt;/span&gt;

                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="c1"&gt;# update preference
&lt;/span&gt;        &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;update&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;User&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;ref&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;id&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
                &lt;span class="p"&gt;),&lt;/span&gt;
                &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;preference&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;preference&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="o"&gt;+&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="o"&gt;+&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;,&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;}}&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;button&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
            &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Vieew more businesses category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;customer&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Updated preference successfully!!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;CLASS_STATE&lt;/span&gt;
    &lt;span class="n"&gt;products&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;map_&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="k"&gt;lambda&lt;/span&gt; &lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;product_by_business&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                    &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# print(products)
&lt;/span&gt;    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;products&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"'&lt;/span&gt;&lt;span class="s"&gt;Nothing here yet, user hasn&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;t added any products!, check back later&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;CLASS_STATE&lt;/span&gt;
    &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;product&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;products&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]:&lt;/span&gt;
        &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;sme&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="n"&gt;button&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
            &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Send Order&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order;&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ref&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;id&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;InlineKeyboardButton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Contact business owner&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="n"&gt;callback_data&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;contact;&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sme&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_photo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;photo&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;image&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;caption&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; &lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s"&gt;Description: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;description&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s"&gt;Price:&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;price&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;reply_markup&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nc"&gt;InlineKeyboardMarkup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;button&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;POST_VIEW_PRODUCTS&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This block of code is responsible for fetching all the products from a business and displaying them to the user, with the option of &lt;strong&gt;placing an order&lt;/strong&gt; or &lt;strong&gt;contacting the business owner&lt;/strong&gt;.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Place Order and Contact Details of Business Owner&lt;/strong&gt;: The following block is responsible for placing an order and providing the customer with the business owner’s details.When a user places an order, the bot sends a message to the business owner containing information about the product that will sold, and the prospective buyer’s Telegram contact.
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;post_view_products&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;bot&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;bot&lt;/span&gt;
    &lt;span class="n"&gt;chat_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;update&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;callback_query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;
    &lt;span class="n"&gt;product&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ref&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Product&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;split&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;;&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;sme_chat_id&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Hey you have a new order&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_photo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;sme_chat_id&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;caption&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Name: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s"&gt;Description: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;description&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s"&gt;Price: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;price&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
            &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s"&gt; Customer&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;s Name: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user-name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;photo&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;image&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;  
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_contact&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;sme_chat_id&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;phone_number&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user-data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;telephone&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;first_name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;user_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user-data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Placed order successfully&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;elif&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;contact&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;sme_&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt; 
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;business_by_name&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; 
                    &lt;span class="n"&gt;product&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;sme&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="n"&gt;bot&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send_message&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;chat_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Name: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;sme_&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s"&gt;Telephone: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;sme_&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;telephone&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s"&gt;Email:&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;sme_&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Testing The Bot
&lt;/h3&gt;

&lt;p&gt;We can save the changes to our &lt;strong&gt;handlers.py&lt;/strong&gt; file and then move on to register the newly added methods to our conversation handler in &lt;strong&gt;main.py&lt;/strong&gt; as with the first few functions, as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;telegram.ext&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;CommandHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CallbackContext&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;ConversationHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;MessageHandler&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;Filters&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Updater&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CallbackQueryHandler&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;config&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;TOKEN&lt;/span&gt;

&lt;span class="n"&gt;updater&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Updater&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;token&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;TOKEN&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;use_context&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;updater&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;dispatcher&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;updater&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;dispatcher&lt;/span&gt;


&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;conv_handler&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;ConversationHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;entry_points&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nc"&gt;CommandHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;start&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;start&lt;/span&gt;&lt;span class="p"&gt;)],&lt;/span&gt;
        &lt;span class="n"&gt;states&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;CHOOSING&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;MessageHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;Filters&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;all&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choose&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;CLASS_STATE&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;CallbackQueryHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;classer&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SME_DETAILS&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;MessageHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;Filters&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;all&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;business_details&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SME_CAT&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;CallbackQueryHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;business_details_update&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ADD_PRODUCTS&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;CallbackQueryHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;add_product&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                &lt;span class="nc"&gt;MessageHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Filters&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;all&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;product_info&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;CHOOSE_PREF&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;CallbackQueryHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;customer_pref&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SHOW_STOCKS&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;CallbackQueryHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;show_products&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;],&lt;/span&gt;
            &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;POST_VIEW_PRODUCTS&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
                &lt;span class="nc"&gt;CallbackQueryHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;post_view_products&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt;
        &lt;span class="n"&gt;fallbacks&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nc"&gt;CommandHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;cancel&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;handlers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;cancel&lt;/span&gt;&lt;span class="p"&gt;)],&lt;/span&gt;
        &lt;span class="n"&gt;allow_reentry&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;dispatcher&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add_handler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;conv_handler&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;updater&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;start_polling&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;updater&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;idle&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;main&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Update the code in &lt;strong&gt;main.py&lt;/strong&gt; so it has the other functions we added, as shown above.When completed, we can run our code from the cmd, like before, to test our bot. &lt;/p&gt;

&lt;p&gt;Once it's up and running, head over to the bot on Telegram and create a business and add products. You could also use another telegram account to interact with the bot as a customer and place orders.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fs1h0n6ov2i0qt0nr5nab.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fs1h0n6ov2i0qt0nr5nab.PNG" alt="A screenshot of the response from the telegram bot"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4l8y4cudnis197ck3gvb.jpeg" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4l8y4cudnis197ck3gvb.jpeg" alt="A screenshot showing what the bot sends to the business owner when a new order is placed."&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The second image shows what the business owner sees each time a customer places an order.&lt;/p&gt;

&lt;h3&gt;
  
  
  Conclusion
&lt;/h3&gt;

&lt;p&gt;In this article, we’ve seen how to use Fauna’s serverless platform to create and host a database, along with indexes and collections. We saw how to generate an API key for communicating with our database from within other python apps, which in this case was telegram-business. We saw how to build a telegram bot from scratch using Python and the required libraries.&lt;/p&gt;

&lt;p&gt;The demo from this article isn’t the end for &lt;strong&gt;telegram-business&lt;/strong&gt; however, I’ll be adding more features and deploying it live soon enough. I’m hoping this article has inspired you to think of new ways to create solutions to problems around you, and when you finally find a solution you know you can always count on Fauna to help host your data without hassle like it has helped us in this article.&lt;/p&gt;

</description>
      <category>python</category>
      <category>fauna</category>
      <category>database</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>Building a QuizGenerator With Flask and Fauna</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Tue, 16 Feb 2021 18:54:17 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/building-a-quizgenerator-with-flask-and-fauna-257p</link>
      <guid>https://dev.to/curiouspaul1/building-a-quizgenerator-with-flask-and-fauna-257p</guid>
      <description>&lt;p&gt;Over the past month or two, I’ve had quite the experience working with FaunaDb, and its many features that don’t fail to amuse me a fair amount each time. I’m primarily a backend developer and one important thing I have to deal with is serving pre-formatted data to clients that request that data.&lt;/p&gt;

&lt;p&gt;An example would be having to serve paginated data to clients that need to render data in pages (say frontend of an eCommerce with a list of fancy shoe products). FaunaDb makes this task easy with its paginate function, and in this article, I’ll be going over how to build a Quiz generator using Fauna to serve the data in paginated format. &lt;/p&gt;

&lt;h2&gt;
  
  
  Table Of Contents
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Setting up the database with FaunaDb&lt;/li&gt;
&lt;li&gt;Building Our flask App&lt;/li&gt;
&lt;li&gt;Conclusion&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Setting up the database With FaunaDb
&lt;/h2&gt;

&lt;p&gt;If you’d like to follow along, sign up for a Fauna account. Let’s begin by creating a new database on Fauna, two collections Quiz, and Category, as well as some indexes to help with data retrieval. Go to your Fauna dashboard and create a database as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fka4xleao5tgeohm38cio.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fka4xleao5tgeohm38cio.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;I’m calling it &lt;strong&gt;“quizgen”&lt;/strong&gt; but you can call it whatever you want, hit the Save button, and it should take you to a new page with the option to create a new collection on there. Click the button to create a new collection to create a new collection.&lt;/p&gt;

&lt;p&gt;The first collection I created is called &lt;strong&gt;Categories&lt;/strong&gt;, and this is where we’ll store the different categories of quiz questions that we’ll have on the quiz generator.&lt;/p&gt;

&lt;p&gt;Hit the &lt;strong&gt;Save&lt;/strong&gt; button to save your new collection, and create a second one called &lt;strong&gt;quiz&lt;/strong&gt; ;this is where we’ll actually store our quizzes. Let's look at the structure of our quiz documents (&lt;strong&gt;documents&lt;/strong&gt; in FaunaDb refer to rows in a table(&lt;strong&gt;collection&lt;/strong&gt;) in relational databases). &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;QUIZ Document&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;quiz_body: this field contains the question&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;A&lt;/strong&gt;: field representing option A, there are four options in total hence a field for each one.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;answer&lt;/strong&gt;: this field holds the option that is the correct answer to the question.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Category Document&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Name: this is the only field in a category document, and it’s just a string value that holds the name of the category. &lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Populating The Categories Collection
&lt;/h3&gt;

&lt;p&gt;The next thing we would do is to add our categories to the categories collection. We’re going to do this manually from the dashboard on the website since the document only has one string field and it’s simple enough for a small number of category documents. We’ll create three documents in the collection with names: &lt;strong&gt;art, science, and entertainment&lt;/strong&gt;. To do this head over to the collections options on the dashboard and choose the &lt;strong&gt;categories&lt;/strong&gt; collection, it should show you the option to create a new document.&lt;/p&gt;

&lt;p&gt;It should bring you to this new area, with an editor where you can type syntax to create new documents. In there type in the following, to create a new document to represent the &lt;strong&gt;science&lt;/strong&gt; category:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Foz4w9ompu68qxj3nptmo.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Foz4w9ompu68qxj3nptmo.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Click the save button to save, and repeat this same step, for the remaining two categories. Once you are done,  all the documents should be displayed on the collections page for that particular collection.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fklcdkdtxhrku2n7um3jf.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fklcdkdtxhrku2n7um3jf.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Creating Indexes
&lt;/h2&gt;

&lt;p&gt;Let’s create indexes to help with data retrieval from the database. For our quiz app we’ll have two indexes, described as follows:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;We want to be able to get a list of all quizzes in a certain category, so we’ll make an index for that, call it &lt;strong&gt;quiz_by_category&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;We also want to be able to get a &lt;strong&gt;category document by name&lt;/strong&gt;. We'd need that to tag each quiz by the name of its category, as we will see later on. We’ll call this &lt;strong&gt;category_by_name&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;To create an index on our Fauna database, you head over to the indexes section and click the create a new index button, this page should look something like this once you click the &lt;strong&gt;New Index&lt;/strong&gt; button\&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvjd31ufperqan2ehhj52.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvjd31ufperqan2ehhj52.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;On this page, we see a couple of fields to fill:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Source Collection&lt;/strong&gt;:  This is what collection we hope to use the index we’re about to create on, in this case, we’re using the index(&lt;strong&gt;category_by_name&lt;/strong&gt;) on the *&lt;em&gt;category *&lt;/em&gt; collection.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Index Name&lt;/strong&gt;: This is where we name our index, by giving it a descriptive name - such as -&lt;strong&gt;category_by_name&lt;/strong&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Terms&lt;/strong&gt;: since we say we need to get category by name, we need to be able to specify the name of the category we want to get with the index, and this is where this field comes in. So in this instance, we simply type in “name” this correlates with the name field on the category collection. When we specify the name of the category we wish to fetch with the index, it will use whatever we type here (which should be the name of a field on the collection; much like a column on a table with relational databases), to look for the document with that particular value in that field.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Values&lt;/strong&gt;: Once we find the document(s) with the index, should the whole document be returned or perhaps just its reference ID, or maybe one of its field values; we can specify what fields or attributes we want from the query. And for the purposes of this tutorial, we will choose to specify the name field of the document(s) that the query returns. Leaving this option empty, makes the query return the reference to each of the documents instead, which can then be used to query the collection for the documents.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Once you’ve filled the form, it should like what I have below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8a5o4vfpni83pb0i979u.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8a5o4vfpni83pb0i979u.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;To create the new index hit &lt;strong&gt;Save&lt;/strong&gt;, and you should now see a new index has been created. We can test this index, as you should now see a small search field right on that page after saving the index, simply type in any of the category names we created in the category collection, and hit the search button to query the database with that index, and it should return whatever was specified in the values option from the last step (in which case was the name of the category).&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9w8odfwpdj5kacwhdsj2.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9w8odfwpdj5kacwhdsj2.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;br&gt;
Let’s create one more index to fetch quizzes by category, so repeat the same steps and fill in the required fields as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fl0tz34wim5oma5ydnpmn.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fl0tz34wim5oma5ydnpmn.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;So note the differences, here we specified the source collection as &lt;strong&gt;Quiz&lt;/strong&gt; since that’s where our data will be coming from and this also doesn’t specify any values, which means we want the reference for each quiz item from the query.&lt;/p&gt;
&lt;h3&gt;
  
  
  Creating an API key
&lt;/h3&gt;

&lt;p&gt;In order to be able to communicate with Fauna and perform read and writes to our database from our flask app, we need to generate a key, from the &lt;strong&gt;security&lt;/strong&gt; tab on the dashboard, as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5d56htjqfhffnot9si77.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5d56htjqfhffnot9si77.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Leave everything as is and hit the save button to generate a new key, once it generates it copy it and save it as an environment variable with the name I saved mine with the name &lt;strong&gt;“FAUNA_SECRET”&lt;/strong&gt; in a .env file, but you can use whatever you want.&lt;/p&gt;
&lt;h2&gt;
  
  
  Building Our Flask App
&lt;/h2&gt;

&lt;p&gt;The flask app will have a fairly basic structure, it’s not going to be a REST API, it’ll render its own templates and serve data to the template itself. If you’re new to Flask kindly take a crash course or view the official docs, it’s intuitive and it’s a great place to begin your flask journey. &lt;/p&gt;

&lt;p&gt;I have created a new folder called &lt;strong&gt;“quizgen/”&lt;/strong&gt; and in there I have created a virtual environment to install my dependencies, for this app we’ll need to install &lt;strong&gt;Flask, Fauna client for python, and python-dotenv&lt;/strong&gt;. Once you have activated the virtual environment, you can install the required packages as follows:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;pip install flask faunadb python-dotenv&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Once that’s done, we’ll make two folders, one to hold our HTML files, and one to hold static files, like images and stylesheets. The first one is called &lt;strong&gt;/templates&lt;/strong&gt; and it’s a name chosen by Flask by default, so Flask will automatically look for HTML files in the &lt;strong&gt;/templates&lt;/strong&gt;  folder, the second one is called &lt;strong&gt;/static&lt;/strong&gt; and it’s where our static files go. We’ll also create a file for our Flask app, I call mine &lt;strong&gt;app.py&lt;/strong&gt;  as well as a &lt;strong&gt;.env&lt;/strong&gt; file where we’ll store our environment variables. Your folder structure should like the one below if you did all these correctly:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F00mleg4sorr5zmd8dyh4.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F00mleg4sorr5zmd8dyh4.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Here’s the code for our flask server in &lt;strong&gt;app.py&lt;/strong&gt;. It has a single route and it renders a template named &lt;strong&gt;index.html&lt;/strong&gt; which is where our interface is built. The flask server will look for this HTML file in the templates folder we created initially so it’s important to name it correctly &lt;strong&gt;"templates''&lt;/strong&gt; not “template” (all lowercase).&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;render_template&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;url_for&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;faunadb.client&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;FaunaClient&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;dotenv&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;load_dotenv&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="nf"&gt;load_dotenv&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="c1"&gt;# loads env variables from .env files
&lt;/span&gt;&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;FaunaClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;secret&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;FAUNA_SECRET&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;

&lt;span class="c1"&gt;# routes
&lt;/span&gt;&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;/&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;/index&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;render_template&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;index.html&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;run&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;debug&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will be edited later on but for now, let’s leave it as so. We’ll now move on to building our interface.&lt;/p&gt;

&lt;h3&gt;
  
  
  Building The Interface (Frontend)
&lt;/h3&gt;

&lt;p&gt;As we saw in the last part, the server renders a file called &lt;strong&gt;“index.html”&lt;/strong&gt; which we have in fact - not created, so let’s do that. Again all HTML files go in the templates folder so go in the &lt;strong&gt;templates&lt;/strong&gt; folder and create &lt;strong&gt;index.html&lt;/strong&gt;. We’ll add some HTML markup there for our quiz frontend, we’ll also need to add styling, and to do that we’ll add a new file inside of the &lt;strong&gt;static/&lt;/strong&gt; folder, I’ll call it &lt;strong&gt;style.css&lt;/strong&gt;, and we’ll write some CSS in there for the quiz app. We might also need some JavaScript so I’ll add a new file called &lt;strong&gt;script.js&lt;/strong&gt; in the same directory. With this we should have a folder structure resembling the one below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxyp6wn4o2duir06nqhh2.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxyp6wn4o2duir06nqhh2.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;In the &lt;strong&gt;index.html&lt;/strong&gt; we simply have the quiz categories which users can select to see a list of questions and a form that they can use to contribute the questions archive. Put the following in the &lt;strong&gt;index.html&lt;/strong&gt; file.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight html"&gt;&lt;code&gt;&lt;span class="cp"&gt;&amp;lt;!DOCTYPE html&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;html&lt;/span&gt; &lt;span class="na"&gt;lang=&lt;/span&gt;&lt;span class="s"&gt;"en"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;head&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;charset=&lt;/span&gt;&lt;span class="s"&gt;"UTF-8"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"viewport"&lt;/span&gt; &lt;span class="na"&gt;content=&lt;/span&gt;&lt;span class="s"&gt;"width=device-width, initial-scale=1.0"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;title&amp;gt;&lt;/span&gt;QuizGenerator&lt;span class="nt"&gt;&amp;lt;/title&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;link&lt;/span&gt; &lt;span class="na"&gt;rel=&lt;/span&gt;&lt;span class="s"&gt;"preconnect"&lt;/span&gt; &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"https://fonts.gstatic.com"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;link&lt;/span&gt; &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"https://fonts.googleapis.com/css2?family=Noto+Sans+TC:wght@100;300;400;900&amp;amp;display=swap"&lt;/span&gt; &lt;span class="na"&gt;rel=&lt;/span&gt;&lt;span class="s"&gt;"stylesheet"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;link&lt;/span&gt; &lt;span class="na"&gt;rel=&lt;/span&gt;&lt;span class="s"&gt;"stylesheet"&lt;/span&gt; &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('static', filename='style.css')}}"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/head&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;body&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"container"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;h1&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"header-text"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Quiz Generator&lt;span class="nt"&gt;&amp;lt;/h1&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;p&amp;gt;&lt;/span&gt;
            Welcome user, to begin pick from a list of categories to view the questions
            we have in our archive.
        &lt;span class="nt"&gt;&amp;lt;/p&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"categories"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;a&lt;/span&gt; &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('get_quiz_by_category', category='science')}}"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"science"&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"catitem"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"imgdiv"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;img&lt;/span&gt; &lt;span class="na"&gt;src=&lt;/span&gt;&lt;span class="s"&gt;"../static/undraw_science_fqhl.svg"&lt;/span&gt; &lt;span class="na"&gt;alt=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;p&amp;gt;&lt;/span&gt;
                        Lorem ipsum dolor sit amet consectetur adipisicing elit. Nemo, expedita?
                    &lt;span class="nt"&gt;&amp;lt;/p&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;/a&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;a&lt;/span&gt; &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('get_quiz_by_category', category='art')}}"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"art"&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"catitem"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"imgdiv"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;img&lt;/span&gt; &lt;span class="na"&gt;src=&lt;/span&gt;&lt;span class="s"&gt;"../static/undraw_art_museum_8or4.svg"&lt;/span&gt; &lt;span class="na"&gt;alt=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;p&amp;gt;&lt;/span&gt;
                        Lorem ipsum dolor sit amet consectetur adipisicing elit. Nemo, expedita?
                    &lt;span class="nt"&gt;&amp;lt;/p&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;/a&amp;gt;&lt;/span&gt;

            &lt;span class="nt"&gt;&amp;lt;a&lt;/span&gt; &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('get_quiz_by_category', category='entertainment')}}"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"entertainment"&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"catitem"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"imgdiv"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;img&lt;/span&gt; &lt;span class="na"&gt;src=&lt;/span&gt;&lt;span class="s"&gt;"../static/undraw_horror_movie_3988.svg"&lt;/span&gt; &lt;span class="na"&gt;alt=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;p&amp;gt;&lt;/span&gt;
                        Lorem ipsum dolor sit amet consectetur adipisicing elit. Nemo, expedita?
                    &lt;span class="nt"&gt;&amp;lt;/p&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;/a&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;

        &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"contribute"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;h2&amp;gt;&lt;/span&gt;Help grow this platform, by contributing to our archive&lt;span class="nt"&gt;&amp;lt;/h2&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;form&lt;/span&gt; &lt;span class="na"&gt;action=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('add_quiz')}}"&lt;/span&gt;&lt;span class="err"&gt;,&lt;/span&gt; &lt;span class="na"&gt;method=&lt;/span&gt;&lt;span class="s"&gt;"POST"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;span&amp;gt;&lt;/span&gt;Pick a category&lt;span class="nt"&gt;&amp;lt;/span&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;select&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"category"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt; &lt;span class="na"&gt;aria-placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Pick a category"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;option&lt;/span&gt; &lt;span class="na"&gt;value=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;--Please choose an option--&lt;span class="nt"&gt;&amp;lt;/option&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;option&lt;/span&gt; &lt;span class="na"&gt;value=&lt;/span&gt;&lt;span class="s"&gt;"science"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Science&lt;span class="nt"&gt;&amp;lt;/option&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;option&lt;/span&gt; &lt;span class="na"&gt;value=&lt;/span&gt;&lt;span class="s"&gt;"art"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Art&lt;span class="nt"&gt;&amp;lt;/option&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;option&lt;/span&gt; &lt;span class="na"&gt;value=&lt;/span&gt;&lt;span class="s"&gt;"entertainment"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Entertainment&lt;span class="nt"&gt;&amp;lt;/option&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;/select&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"quiz-details"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;h3&amp;gt;&lt;/span&gt;Give us the details&lt;span class="nt"&gt;&amp;lt;/h3&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;textarea&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"quiz-body"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt; &lt;span class="na"&gt;placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Type in the question"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&amp;lt;/textarea&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"quiz-options"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"text"&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"A"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt; &lt;span class="na"&gt;placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Option A"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"text"&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"B"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt; &lt;span class="na"&gt;placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Option B"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"text"&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"C"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt; &lt;span class="na"&gt;placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Option C"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"text"&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"D"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt; &lt;span class="na"&gt;placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Option D"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;br&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"text"&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"ans"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;""&lt;/span&gt; &lt;span class="na"&gt;placeholder=&lt;/span&gt;&lt;span class="s"&gt;"Tell us the answer"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;button&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"submit"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Submit&lt;span class="nt"&gt;&amp;lt;/button&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;/form&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;script &lt;/span&gt;&lt;span class="na"&gt;src=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('static', filename='script.js')}}"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&amp;lt;/script&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/body&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/html&amp;gt;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Pretty basic HTML syntax, note that the links, form action, and HREFs in the code use the &lt;code&gt;{{url_for}}&lt;/code&gt;, this is flask’s template engine(Jinja2) directive which is what helps to link to the server’s endpoint(s) directly, so we don’t have to use javascript to make calls to the server. &lt;/p&gt;

&lt;p&gt;Next, we’ll add some styling to the style.css file as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight css"&gt;&lt;code&gt;&lt;span class="nt"&gt;body&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;font-family&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;'Noto Sans TC'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nb"&gt;sans-serif&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#f5f5f5&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.header-text&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;text-align&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;center&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.container&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;80%&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;margin&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;0&lt;/span&gt; &lt;span class="nb"&gt;auto&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;padding&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;0&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;overflow&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="nb"&gt;hidden&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;text-align&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;center&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.categories&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;display&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;flex&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;flex-direction&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;column&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;align-items&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;center&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.catitem&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;15rem&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;1px&lt;/span&gt; &lt;span class="nb"&gt;dashed&lt;/span&gt; &lt;span class="m"&gt;#333&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;height&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;15rem&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border-radius&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;padding&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;0&lt;/span&gt; &lt;span class="m"&gt;10px&lt;/span&gt; &lt;span class="m"&gt;0&lt;/span&gt; &lt;span class="m"&gt;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;margin-bottom&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;2rem&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;box-shadow&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;5px&lt;/span&gt; &lt;span class="m"&gt;5px&lt;/span&gt; &lt;span class="m"&gt;10px&lt;/span&gt; &lt;span class="m"&gt;#acabab&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;transition&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;0.35s&lt;/span&gt; &lt;span class="n"&gt;ease-in-out&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.catitem&lt;/span&gt;&lt;span class="nd"&gt;:hover&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;cursor&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;pointer&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;padding&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;0&lt;/span&gt; &lt;span class="m"&gt;5px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;transform&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;scale&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;0.9&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.imgdiv&lt;/span&gt; &lt;span class="nt"&gt;img&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
   &lt;span class="nl"&gt;height&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;100px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
   &lt;span class="nl"&gt;width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;100%&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.imgdiv&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;100%&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#777&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;opacity&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;0.5&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;box-shadow&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;5px&lt;/span&gt; &lt;span class="m"&gt;5px&lt;/span&gt; &lt;span class="m"&gt;3px&lt;/span&gt; &lt;span class="m"&gt;#333&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.categories&lt;/span&gt;&lt;span class="nd"&gt;:last-child&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;margin-bottom&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;0&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.contribute&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;display&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;flex&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;flex-direction&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;column&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;align-items&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;center&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.contribute&lt;/span&gt; &lt;span class="nt"&gt;form&lt;/span&gt; &lt;span class="nt"&gt;select&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;padding&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;5px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="nb"&gt;none&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;f4f4f4&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border-radius&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;2px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.contribute&lt;/span&gt; &lt;span class="nt"&gt;textarea&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;margin&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;0&lt;/span&gt; &lt;span class="nb"&gt;auto&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;80%&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;none&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#f4f4f4&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border-radius&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;5px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;box-shadow&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;2px&lt;/span&gt; &lt;span class="m"&gt;2px&lt;/span&gt; &lt;span class="m"&gt;4px&lt;/span&gt; &lt;span class="m"&gt;#35acfc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;margin-bottom&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.quiz-details&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;display&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;flex&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;flex-direction&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;column&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;margin-top&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;5px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.quiz-details&lt;/span&gt; &lt;span class="nt"&gt;input&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;margin-bottom&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;padding&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;7px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#f4f4f4&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;box-shadow&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;2px&lt;/span&gt; &lt;span class="m"&gt;2px&lt;/span&gt; &lt;span class="m"&gt;4px&lt;/span&gt; &lt;span class="m"&gt;#35acfc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="nb"&gt;none&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;5px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.quiz-details&lt;/span&gt;&lt;span class="nd"&gt;:last-child&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;margin-bottom&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;none&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.contribute&lt;/span&gt; &lt;span class="nt"&gt;button&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;border-radius&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;#35acfc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;1px&lt;/span&gt; &lt;span class="nb"&gt;solid&lt;/span&gt; &lt;span class="m"&gt;#fff&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;padding&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;5px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;#fff&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.quiz-container&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;80%&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;margin&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;0&lt;/span&gt; &lt;span class="nb"&gt;auto&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;background&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#f4f4f4&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.quiz-section&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;display&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;flex&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;flex-direction&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;column&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.quiz-container&lt;/span&gt;&lt;span class="nd"&gt;:last-child&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;margin-bottom&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;0&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nc"&gt;.quizitem&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;padding&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;5px&lt;/span&gt; &lt;span class="m"&gt;8px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;background&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#6fc4fc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;border-radius&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;50%&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="nl"&gt;margin-bottom&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;20px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nf"&gt;#science&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#fcc435&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nf"&gt;#art&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#35acfc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nf"&gt;#entertainment&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nl"&gt;background-color&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;#56fc35&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;@media&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;min-width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="m"&gt;768px&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nc"&gt;.catitem&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="nl"&gt;width&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;40rem&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;I also added some effects with javascript, so add the following in &lt;strong&gt;script.js&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;_science&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getElementById&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;science&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;_art&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getElementById&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;art&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;_entertainment&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nb"&gt;document&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getElementById&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;entertainment&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="nx"&gt;_science&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEventListener&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;click&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;()&lt;/span&gt;&lt;span class="o"&gt;=&amp;gt;&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;_art&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transition&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;0.8s&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_art&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transform&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;translateY(500%)&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_entertainment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transition&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;0.8s&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_entertainment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transform&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;translateY(500%)&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
&lt;span class="p"&gt;})&lt;/span&gt;

&lt;span class="nx"&gt;_art&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEventListener&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;click&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;()&lt;/span&gt;&lt;span class="o"&gt;=&amp;gt;&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;_science&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transition&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;0.8s&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_science&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transform&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;translateY(500%)&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_entertainment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transition&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;0.8s&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_entertainment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transform&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;translateY(500%)&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_art&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transform&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;translateY(-120%)&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
&lt;span class="p"&gt;})&lt;/span&gt;

&lt;span class="nx"&gt;_entertainment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;addEventListener&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;click&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;()&lt;/span&gt;&lt;span class="o"&gt;=&amp;gt;&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;_art&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transition&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;0.8s&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_art&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transform&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;translateY(500%)&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_science&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transition&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;0.8s&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_science&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transform&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;translateY(500%)&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
    &lt;span class="nx"&gt;_entertainment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;style&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;transform&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;translateY(-220%)&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
&lt;span class="p"&gt;})&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once we have all these, we can start our server and hit the /index route to see our page with its design. So from the terminal run :&lt;/p&gt;

&lt;p&gt;&lt;code&gt;python app.py&lt;/code&gt;&lt;br&gt;
Once the server is running, go to &lt;strong&gt;localhost:5000/&lt;/strong&gt; or &lt;strong&gt;localhost:5000/index&lt;/strong&gt; to see the page.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvxsrv6ec3fmi5xesjb1p.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvxsrv6ec3fmi5xesjb1p.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Here’s what it should like if all goes well. Try clicking on any of the categories to see the effect. Now it’s time to add the rest of the functionalities. Currently, if you click any of the categories it does nothing other than making the other ones disappear for the sake of emphasis. That’s certainly not the only thing we want to happen when we choose a category, we also want to see the list of questions once we click on any category. We also want to be able to send new quizzes to our database from the form we added on the homepage. Let’s start with that.&lt;/p&gt;
&lt;h3&gt;
  
  
  Handling new quiz entries
&lt;/h3&gt;

&lt;p&gt;We want users to be able to contribute to the quiz archive, and for that reason, we added a form to the homepage and specified a &lt;strong&gt;form-action&lt;/strong&gt; which is where the form data is to be sent, if you check back on the &lt;strong&gt;index.html&lt;/strong&gt; file we made earlier you should see it’s specified as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4pvgpuisoonegnxl3e5r.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4pvgpuisoonegnxl3e5r.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This means the form data is to be sent to an endpoint(handler method) called &lt;strong&gt;add_quiz&lt;/strong&gt;, so let’s add that endpoint, shall we. In the &lt;strong&gt;app.py&lt;/strong&gt; file, we’ll add a new endpoint that takes in data from the form and sends it to our Fauna database, as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;/addquiz&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;add_quiz&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;_data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;form&lt;/span&gt;
    &lt;span class="c1"&gt;# search for category specified using index
&lt;/span&gt;    &lt;span class="n"&gt;get_category&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category_by_name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])))&lt;/span&gt;
    &lt;span class="n"&gt;new_quiz&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Quiz&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:{&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;quiz_body&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;quiz-body&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;A&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;A&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;B&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;B&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;C&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;C&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;D&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;D&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;answer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;_data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ans&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;get_category&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sent&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Observe that the name of the handler method is &lt;strong&gt;add_quiz&lt;/strong&gt; which is what is specified in the form-action, and not &lt;strong&gt;addquiz&lt;/strong&gt; as is with the route for the endpoint, so make sure to specify the handler method’s name and not the name used with the URL Let’s test this if your server stopped running just re-run it and go to the homepage and fill in a quiz question, hit the submit button if all goes well you should see the happy response from the server, as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F20wu5tk8mtw40eitacje.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F20wu5tk8mtw40eitacje.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;You can go back to the homepage if you wish to fill in another question, which you probably should for the sake of further tests, as we will see later on.&lt;/p&gt;

&lt;h3&gt;
  
  
  Fetching Quizzes By Category and Pagination
&lt;/h3&gt;

&lt;p&gt;Once a category is chosen on the homepage we want the list of quizzes under that category, so for that, I’ll create a new endpoint in &lt;strong&gt;app.py&lt;/strong&gt; as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;/quizbycategory&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;defaults&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="bp"&gt;None&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;/quizbycategory/&amp;lt;category&amp;gt;&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;get_quiz_by_category&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;category&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;method&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;GET&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="c1"&gt;# get categoruy
&lt;/span&gt;        &lt;span class="n"&gt;get_category&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category_by_name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;category&lt;/span&gt;&lt;span class="p"&gt;)))&lt;/span&gt;
        &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;map_&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="k"&gt;lambda&lt;/span&gt; &lt;span class="n"&gt;var&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;var&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;quiz_by_category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                        &lt;span class="n"&gt;get_category&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                    &lt;span class="p"&gt;),&lt;/span&gt;
                    &lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;i&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;i&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]]&lt;/span&gt;
        &lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category_name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;category&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
            &lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="c1"&gt;#print(_vars)
&lt;/span&gt;        &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;render_template&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;quizpage.html&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This endpoint has two possible forms, it may or may not be called with the additional query parameter &lt;strong&gt;&lt;/strong&gt;, I do this so I can use the same endpoint for two different purposes; one is to retrieve data from the database, and the other is to move between pages. The code displayed above shows the first part of these, which is to get data from the database (which in this case is to get the quizzes from the database when a category is selected.  Earlier in the index.html file, we wrapped each category in a &lt;strong&gt;&lt;a&gt;&lt;/a&gt;&lt;/strong&gt; tag with its HREF property set to this endpoint(the one with the &lt;strong&gt;&lt;/strong&gt; placeholder), with the name of the category as the query parameter, as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwtvvln6qpo7maflfx30o.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwtvvln6qpo7maflfx30o.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;So once each one is clicked a GET request is sent to that endpoint. On the endpoint, we get the category specified by the query parameter from the request, and a query is sent to our Fauna database to get the category with that name, and then we send a new query to fetch all quizzes that are in that category, using our &lt;strong&gt;quiz_by_category&lt;/strong&gt; index. We then use Fauna’s &lt;strong&gt;paginate&lt;/strong&gt; function to paginate the received data into sections of 3 using the &lt;strong&gt;size&lt;/strong&gt; parameter, so the query returns an array of three items, which is what we will display per page. &lt;/p&gt;

&lt;p&gt;We use the &lt;strong&gt;map&lt;/strong&gt; function to map the &lt;strong&gt;lambda&lt;/strong&gt; function (which basically fetches the actual document), to each item in the array that’s returned from the paginate function, because the paginate function returns the reference of each item it finds by default instead of the document, which is what we’d need to get the quiz info.&lt;br&gt;
In addition to the array containing the items found from the query, Fauna’s paginate function also includes a &lt;strong&gt;cursor&lt;/strong&gt;, as the name implies it points to the reference of the document that begins the next set of paginated data. Usually, the returned data looks like this:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxqfjm8i2ezke063u6ymj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxqfjm8i2ezke063u6ymj.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Observe the cursor called &lt;strong&gt;after&lt;/strong&gt; and the data which is what contains our quiz documents. We need to store this &lt;strong&gt;after&lt;/strong&gt; cursor because we’ll need it to query for the next page of data. We also need to keep track of the current category, so I created a dictionary to hold our temporary values for us right above the first endpoint, as such:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzoqpmobep6ire8ykn1lh.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzoqpmobep6ire8ykn1lh.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Note that there’s also a &lt;strong&gt;before&lt;/strong&gt; cursor here, it is used to refer to the last item from the last page so we can go back to a previous page, it’s not part of the returned data as shown above because there’s nothing before the first set of paginated data. When you reach the end of all the data, it doesn’t return an after cursor but only a &lt;strong&gt;before&lt;/strong&gt; cursor. Lastly, we return a new template for our quizzes called &lt;strong&gt;quizpage.html&lt;/strong&gt; so head over to the templates folder and create a new file called &lt;strong&gt;quizpage.html&lt;/strong&gt; and add the following markup (PS: we already added styling for this page in style.css earlier, score points to you if you noticed)&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight html"&gt;&lt;code&gt;&lt;span class="cp"&gt;&amp;lt;!DOCTYPE html&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;html&lt;/span&gt; &lt;span class="na"&gt;lang=&lt;/span&gt;&lt;span class="s"&gt;"en"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;head&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;charset=&lt;/span&gt;&lt;span class="s"&gt;"UTF-8"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;http-equiv=&lt;/span&gt;&lt;span class="s"&gt;"X-UA-Compatible"&lt;/span&gt; &lt;span class="na"&gt;content=&lt;/span&gt;&lt;span class="s"&gt;"IE=edge"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;meta&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"viewport"&lt;/span&gt; &lt;span class="na"&gt;content=&lt;/span&gt;&lt;span class="s"&gt;"width=device-width, initial-scale=1.0"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;title&amp;gt;&lt;/span&gt;QuizPage- {{result[0]['category']}}&lt;span class="nt"&gt;&amp;lt;/title&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;link&lt;/span&gt; &lt;span class="na"&gt;rel=&lt;/span&gt;&lt;span class="s"&gt;"stylesheet"&lt;/span&gt; &lt;span class="na"&gt;href=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('static', filename='style.css')}}"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/head&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;body&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"quiz-container"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"heading"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;h1&amp;gt;&lt;/span&gt;
                Category: {{result[0]['category']}}
            &lt;span class="nt"&gt;&amp;lt;/h1&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"quiz-section"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
            {% for item in result %}
                &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"quizitem"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                    {{item.quiz_body}}
                    &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"quiz-options"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"radio"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"A"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;label&lt;/span&gt; &lt;span class="na"&gt;for=&lt;/span&gt;&lt;span class="s"&gt;"A"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;A. {{item.A}}&lt;span class="nt"&gt;&amp;lt;/label&amp;gt;&amp;lt;br&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"radio"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"B"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;label&lt;/span&gt; &lt;span class="na"&gt;for=&lt;/span&gt;&lt;span class="s"&gt;"B"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;B. {{item.B}}&lt;span class="nt"&gt;&amp;lt;/label&amp;gt;&amp;lt;br&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"radio"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"C"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;label&lt;/span&gt; &lt;span class="na"&gt;for=&lt;/span&gt;&lt;span class="s"&gt;"C"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;C. {{item.C}}&lt;span class="nt"&gt;&amp;lt;/label&amp;gt;&amp;lt;br&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;input&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"radio"&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"D"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;label&lt;/span&gt; &lt;span class="na"&gt;for=&lt;/span&gt;&lt;span class="s"&gt;"D"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;D. {{item.D}}&lt;span class="nt"&gt;&amp;lt;/label&amp;gt;&amp;lt;br&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"quiz-info"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
                        &lt;span class="nt"&gt;&amp;lt;span&amp;gt;&amp;lt;h3&amp;gt;&lt;/span&gt;Ans: {{item.answer}}&lt;span class="nt"&gt;&amp;lt;/h3&amp;gt;&amp;lt;/span&amp;gt;&lt;/span&gt;
                    &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
                &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
            {% endfor %}
        &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;

        &lt;span class="nt"&gt;&amp;lt;div&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"transit-pages"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;form&lt;/span&gt; &lt;span class="na"&gt;action=&lt;/span&gt;&lt;span class="s"&gt;"{{url_for('get_quiz_by_category')}}"&lt;/span&gt; &lt;span class="na"&gt;method=&lt;/span&gt;&lt;span class="s"&gt;"POST"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
               &lt;span class="nt"&gt;&amp;lt;button&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"submit"&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"next"&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"transit-btn"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Next&amp;gt;&amp;gt;&lt;span class="nt"&gt;&amp;lt;/button&amp;gt;&lt;/span&gt;
               &lt;span class="nt"&gt;&amp;lt;button&lt;/span&gt; &lt;span class="na"&gt;type=&lt;/span&gt;&lt;span class="s"&gt;"submit"&lt;/span&gt; &lt;span class="na"&gt;name=&lt;/span&gt;&lt;span class="s"&gt;"prev"&lt;/span&gt; &lt;span class="na"&gt;class=&lt;/span&gt;&lt;span class="s"&gt;"transit-btn"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;Prev&lt;span class="nt"&gt;&amp;lt;&lt;/span&gt;&lt;span class="err"&gt;&amp;lt;&amp;lt;/&lt;/span&gt;&lt;span class="na"&gt;button&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
            &lt;span class="nt"&gt;&amp;lt;/form&amp;gt;&lt;/span&gt;
        &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;/div&amp;gt;&lt;/span&gt;

&lt;span class="nt"&gt;&amp;lt;/body&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/html&amp;gt;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Once you have all these, save and re-run your server, before trying it out you may want to add some quizzes, with the form on the homepage. Once that’s done go to the homepage and click on the category with some quizzes in it to see the quizzes displayed as such:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmp7kfvq4kmizzdhzs20w.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmp7kfvq4kmizzdhzs20w.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Note the form at the bottom of &lt;strong&gt;quizpage.html&lt;/strong&gt;, with the two buttons &lt;strong&gt;Next&lt;/strong&gt; and &lt;strong&gt;Prev&lt;/strong&gt;, we will use those to send requests to get next or previous data sets.&lt;/p&gt;

&lt;h3&gt;
  
  
  Moving between pages
&lt;/h3&gt;

&lt;p&gt;In order to move between pages, we make use of the cursors and in the last step we store our cursor (&lt;strong&gt;after cursor&lt;/strong&gt;) in a dictionary, which we can access anywhere we need it. To this effect we added two buttons into a little form we added to the &lt;strong&gt;quizpage.html&lt;/strong&gt; file. These submit buttons, send a &lt;strong&gt;POST&lt;/strong&gt; request to the second form of the endpoint (URL) mentioned in the previous section. As such the code to handle this lies under the &lt;strong&gt;elif&lt;/strong&gt; block, in continuation of the code in the previous sections section, as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;elif&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;method&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;next&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;form&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
            &lt;span class="n"&gt;get_category&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category_by_name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category_name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])))&lt;/span&gt;
            &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;map_&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="k"&gt;lambda&lt;/span&gt; &lt;span class="n"&gt;var&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;var&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;quiz_by_category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                            &lt;span class="n"&gt;get_category&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                        &lt;span class="p"&gt;),&lt;/span&gt;
                        &lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                        &lt;span class="n"&gt;after&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                    &lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="n"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;i&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;i&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]]&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;before&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
                &lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;before&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;before&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
                &lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;render_template&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;quizpage.html&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;prev&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;form&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
            &lt;span class="c1"&gt;#print(_vars)
&lt;/span&gt;            &lt;span class="n"&gt;get_category&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category_by_name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;category_name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])))&lt;/span&gt;
            &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;map_&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                    &lt;span class="k"&gt;lambda&lt;/span&gt; &lt;span class="n"&gt;var&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;var&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                    &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;paginate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                        &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;match&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                            &lt;span class="n"&gt;q&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;quiz_by_category&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                            &lt;span class="n"&gt;get_category&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;name&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                        &lt;span class="p"&gt;),&lt;/span&gt;
                        &lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                        &lt;span class="n"&gt;before&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;before&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
                    &lt;span class="p"&gt;)&lt;/span&gt;
                &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="n"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;i&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;i&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;data&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]]&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
                &lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;after&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;before&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;keys&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
                &lt;span class="n"&gt;_vars&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;before&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;before&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;][&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
            &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;render_template&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;quizpage.html&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Here, we check to see if the &lt;strong&gt;next&lt;/strong&gt; button or the &lt;strong&gt;prev&lt;/strong&gt; button has been pressed, and we specify the &lt;strong&gt;after cursor&lt;/strong&gt; in our query, in the event that that the &lt;strong&gt;next&lt;/strong&gt; button was pressed, once we receive our results from the query we prepare the data and re-render &lt;strong&gt;quizpage.html&lt;/strong&gt; with the newly returned data, which should now contain the next set of paginated data, thanks to our cursor, we also make sure to set new values for our after and &lt;strong&gt;before cursor&lt;/strong&gt;, if the current set isn’t the last set of data.&lt;br&gt;
We repeat the same thing, for when the prev button is pressed. &lt;/p&gt;

&lt;p&gt;Once you’re done with this you can go back to the quiz pages and click the next button to see more quizzes. Make sure you have enough quizzes ( at least one extra quiz if anything) because we didn’t add a check to see if the query returns an empty list or not. You should see that it loads the next set of quizzes, and if you click the &lt;strong&gt;prev&lt;/strong&gt; button it should take you to the previous page. You can add questions to other categories and try them out too.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;In this article, we’ve covered some interesting concepts of data retrieval with Fauna’s API, and data handling with our flask server and Fauna’s suite of functions including the paginate function. The quiz generator we built will be hosted live for public use for free and can be accessed via this &lt;a href="https://quizgenapp.herokuapp.com/" rel="noopener noreferrer"&gt;link&lt;/a&gt;, you can also find the source code here on &lt;a href="https://github.com/Curiouspaul1/quizgen" rel="noopener noreferrer"&gt;github&lt;/a&gt;. If you have any questions about Fauna or Flask or this tutorial please leave a comment. You can also reach out to me on twitter, via @curiouspaul2, or on github &lt;a class="mentioned-user" href="https://dev.to/curiouspaul1"&gt;@curiouspaul1&lt;/a&gt;.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>fauna</category>
      <category>flask</category>
      <category>python</category>
    </item>
    <item>
      <title>GraphQL By Example: With Graphene, Flask, and Fauna</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Tue, 12 Jan 2021 22:30:21 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/graphql-by-example-with-graphene-flask-and-fauna-jio</link>
      <guid>https://dev.to/curiouspaul1/graphql-by-example-with-graphene-flask-and-fauna-jio</guid>
      <description>&lt;p&gt;Let’s talk about GraphQL shall we?. In this article, I’ll be going over how to create simple GraphQL servers the conventional way, with web frameworks (Flask in particular), and then later in the article,  we’ll observe how to make things easier by creating GraphQL servers the serverless way using Fauna’s seamless GraphQL integration features.&lt;/p&gt;

&lt;h3&gt;
  
  
  Who this article is for
&lt;/h3&gt;

&lt;p&gt;This article is in general for intermediate web developers and more so for those who are looking for hands-on experience with building GraphQL servers. I can’t exactly put a cap on the kinds of developers who would be reading this, but for the sake of having a great experience reading this, it’s presumed that you already know a thing or two about GraphQL (not necessary to have built a GraphQL server), and can already build a REST server, you understand GraphQL query syntax to some extent if you’re unfamiliar here’s the &lt;a href="https://graphql.org/learn/" rel="noopener noreferrer"&gt;docs&lt;/a&gt; to help you get started. Regardless of what kind of developer you are, I hope this helps you in any way it can.&lt;/p&gt;

&lt;p&gt;Also If you’re already comfortable with building a GraphQL server from scratch in Flask, you can skip this first part and move on to serverless graphql APIs with Fauna.&lt;/p&gt;

&lt;p&gt;Here’s a table of contents to help put things into perspective as regards what we’ll be doing in this article.&lt;/p&gt;

&lt;h3&gt;
  
  
  Table Of Contents
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;A brief introduction to GraphQL&lt;/li&gt;
&lt;li&gt;Building a GraphQL server with Flask and Graphene&lt;/li&gt;
&lt;li&gt;Serverless GraphQL server with Fauna&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  A Brief Introduction To GraphQL
&lt;/h3&gt;

&lt;p&gt;GraphQL is a query language for APIs. In other words, it’s the syntax that you write in order to describe the kind of data that you want from APIs. What this means for you as a backend developer is that with GraphQL, you are able to expose a single endpoint on your server to handle GraphQL queries from client applications, as opposed to the many endpoints you’d need to create to handle specific kinds of requests with REST and in turn serve static data from those endpoints. If a client needs new data that isn’t already provisioned you’d need to create a new endpoint for it and update the API docs. GraphQL makes it possible to send queries to a single endpoint, these queries are then passed on to the server to be handled by the server’s predefined resolver functions and the requested information can be provided over the network.&lt;/p&gt;

&lt;p&gt;To help illustrate, consider a simple note-app, one where users can sign-up to create as many notes as they like, nothing fancy. A typical REST API built for this would have multiple endpoints to handle writes to the database (POSTs and PUTs), as well as endpoints to retrieve data from the database (GETs). &lt;br&gt;
The diagram below helps to illustrate what a typical REST workflow might be like between client applications and servers with their databases.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fsbhu35kzwfp3hy5k5tui.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fsbhu35kzwfp3hy5k5tui.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;As observed clients have to interact with the server via multiple communication channels (endpoints) exposed by the server. Consumers of the API, have no control over what data gets returned when they request data via (GET) protocol. With GraphQL however, clients can in effect prescribe how the data they want should look like or at least what it must contain via these “queries”, GraphQL queries to be precise. The diagram below helps to put things into perspective.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fbtx5j5bz8r841lv06g80.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fbtx5j5bz8r841lv06g80.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Observe that the requests are still being sent over HTTP, hence POSTS, and GETs are still valid kinds of requests with GraphQL servers, the only difference is that you can customize your requests with GraphQL queries, as opposed to JSON or query parameters to get whatever kind of data you want or send data. Because it’s customizable on the grounds of it being a query syntax you get to decide what data you want and get only what you requested from the backend.  GraphQL is a revolutionary tool in web-development If you’d like to find out more about GraphQL and get some fundamental knowledge about the tool you can &lt;a href="https://graphql.org/learn/" rel="noopener noreferrer"&gt;click here&lt;/a&gt; to go to the docs.&lt;/p&gt;

&lt;p&gt;Let’s now begin our journey by seeing how to build a simple note-app GraphQL server with Flask, and Graphene then see how we can make our lives easier with serverless by leveraging Fauna's GraphQL API.&lt;/p&gt;

&lt;h3&gt;
  
  
  GraphQL with Python (Flask and Graphene)
&lt;/h3&gt;

&lt;p&gt;We’ll be building a simple note-app web server that’s capable of handling GraphQL queries with Flask (a Python web framework for building web servers) and Graphene (which is a python library that adds GraphQL support to python and allows you write GraphQL schemas in python).  To be able to follow along, you must have Python installed, and have some previous experience in both Python and Flask.&lt;/p&gt;

&lt;h3&gt;
  
  
  Hands-on
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;We’ll begin by creating a virtual environment for our project and install the dependencies we need inside of the virtual environment, with virtualenv. Make a new folder called &lt;strong&gt;“noteapp”&lt;/strong&gt; and cd into that folder from the terminal or cmd (on Windows) and create a new virtualenv there as follows:&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;code&gt;virtualenv env&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Next, we need to activate the virtual environment before we can install our dependencies in it. We do this by calling the “activate.bat” script in the virtualenv. I’m on Linux so this is done as follows:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;source env/bin/activate&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Once this is done you should see the name of the environment prefix the current directory path on the terminal (usually in brackets), as shown here&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fx6irfmmyn8zuvrgzhwft.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fx6irfmmyn8zuvrgzhwft.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Once this is done we can use pip to install the required packages for this project. We’ll install: &lt;strong&gt;Flask, Sqlalchemy, Flask-graphql, Bcrypt, Flask-Jwt-Extended, Python-dotenv, Graphene, and graphene_sqlalchemy&lt;/strong&gt;
as follows:&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;
 install flask  sqlalchemy  flask-graphql  graphene  python-dotenv  flask-jwt-extended  bcrypt  graphene_sqlalchemy

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;As of now, our folder should only contain a folder called &lt;strong&gt;“env/”&lt;/strong&gt; since that’s what we called our virtualenv. Let’s create some of the files we’ll be needing for the app. &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;core/&lt;/strong&gt;: add a new folder called core/ to &lt;strong&gt;“noteapp”&lt;/strong&gt; as a sibling folder to env/. This folder will house our server app’s instance and its config&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;core/&lt;strong&gt;init&lt;/strong&gt;.py&lt;/strong&gt;: In this new folder add a dunder(double underscore) init file. This is where we’ll add our flask app instance, some config as well as our views.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;extensions.py&lt;/strong&gt;: outside of core/ add a new file called extensions.py it’ll hold instances of some extensions we’ll be using alongside our server.&lt;/li&gt;
&lt;li&gt;models.py: let’s also add a file to hold our models for the database since we’re using an ORM (sqlalchemy)&lt;/li&gt;
&lt;li&gt;schema.py: this is where we’ll define our graphql schema using graphene&lt;/li&gt;
&lt;li&gt;data.py: this file simply creates our database and tables as defined by the models in models.py&lt;/li&gt;
&lt;li&gt;run.py: this file is what we use to run our flask app.&lt;/li&gt;
&lt;li&gt;.env: this is an env file that holds environment variables to be used by our app.&lt;/li&gt;
&lt;/ul&gt;


&lt;/li&gt;

&lt;/ul&gt;

&lt;p&gt;If this folder structure is quite confusing, kindly check out my &lt;a href="https://dev.to/curiouspaul1/creating-modularized-flask-apps-with-blueprints-19nc"&gt;other article&lt;/a&gt; on how to build modularized flask apps, which should help clear things out. &lt;br&gt;
If you did it correctly your folder structure should look like this:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fon035zpqatvmsoqiosmd.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fon035zpqatvmsoqiosmd.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Let’s now take a look at each one and see what goes into them. Disclaimer!: as a quick reminder, this is not a beginner’s Flask course so I’m not going to explicitly explain some of the syntaxes you might see in the following sections, except it has to do with GraphQL which is what this article is all about in the first place.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;models.py&lt;/strong&gt;: As I mentioned this is where we’ll add our database models, we use Sqlalchemy extensively here. Below is what our models.py file looks like:&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;sqlalchemy.orm&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;scoped_session&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;relationship&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;sessionmaker&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;sqlalchemy.ext.declarative&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;declarative_base&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;sqlalchemy&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="o"&gt;*&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="n"&gt;basedir&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getcwd&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;engine&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;create_engine&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sqlite:///&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;basedir&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/dev.db&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;session&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;scoped_session&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="nf"&gt;sessionmaker&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;autocommit&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;autoflush&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;bind&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;engine&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;Base&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;declarative_base&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;bind&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;engine&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;Base&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query_property&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;


&lt;span class="c1"&gt;# Note class
&lt;/span&gt;&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Notes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Base&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;__tablename__&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;notes&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
    &lt;span class="nb"&gt;id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Integer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;primary_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;title&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;body&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Text&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;user_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Integer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nc"&gt;ForeignKey&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user.id&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;relationship&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;User&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;back_populates&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;notes&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;User&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Base&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;__tablename__&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
    &lt;span class="nb"&gt;id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Integer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;primary_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;first_name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;last_name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;email&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;password&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Column&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="n"&gt;notes&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;relationship&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Notes&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;back_populates&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;



&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Pretty basic models, we have a User class to represent our user table and one for the Notes table. I’m using SQLite here, but you can use whatever database you want to make this work.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Schema.py&lt;/strong&gt;: This is the fun part, here is where we use Graphene to create graphql schemas for our server. This schema defines how queries should be written to the server, and what kinds of data can be requested from the server. An example is to define a query for all notes in the database, and would be as follows:&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight graphql"&gt;&lt;code&gt;&lt;span class="w"&gt;

&lt;/span&gt;&lt;span class="k"&gt;type&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;notes&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;Notes&lt;/span&gt;&lt;span class="p"&gt;!]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="err"&gt;@&lt;/span&gt;&lt;span class="n"&gt;relation&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;

&lt;/span&gt;&lt;span class="k"&gt;type&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Notes&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;title&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;author&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="err"&gt;@&lt;/span&gt;&lt;span class="n"&gt;relation&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;

&lt;/span&gt;&lt;span class="k"&gt;type&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Query&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;allNotes&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;Notes&lt;/span&gt;&lt;span class="p"&gt;!]!&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;


&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;This is what a raw or native graphql schema looks like and this defines primitive types, namely: Notes (which represents Note objects from the database), User (which represents User objects from the database) as well as a query called allNotes to get all notes from the Notes table. &lt;/p&gt;

&lt;p&gt;If you don’t understand this syntax please refer to the Graphql docs. We won’t however be writing native schema, there’s a rather easier way to do this with graphene by generating these “types” (Notes and User as depicted above), directly from our models, this is made possible by graphene-sqlalchemy which basically serializes our sqlalchemy models into a format Graphene can work with in order to create schemas like the one in the image above. &lt;/p&gt;

&lt;p&gt;Let’s see how we can achieve this:&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;models&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;User&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;UserModel&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Notes&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;NotesModel&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;session&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;graphene_sqlalchemy&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;SQLAlchemyConnectionField&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;SQLAlchemyObjectType&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;extensions&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;bcrypt&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;typing&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Optional&lt;/span&gt;

&lt;span class="c1"&gt;# types
&lt;/span&gt;&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;User&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;SQLAlchemyObjectType&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Meta&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;model&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;UserModel&lt;/span&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Notes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;SQLAlchemyObjectType&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Meta&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;model&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;NotesModel&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Here we import the required classes from graphene-sqlalchemy as well as our models, we then create a class (which subclasses SQLAlchemyObjectType) to represent each of the models. These new classes will be used throughout our schema to create query and mutation schemas. A query is used to retrieve information and is in essence sent as a GET request, mutations are used to write to the database, so they carry information and are sent as POSTs or PUTs.&lt;/p&gt;

&lt;p&gt;Let’s see how we might define a mutation to help with registration. Usually, a mutation in native form looks something like this:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Ftkdri6uknvkrg382lq2v.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Ftkdri6uknvkrg382lq2v.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Here we have a mutation “createUser” that takes in name, email, and password as string arguments, and returns a user type which can then be further queried. Let's see how we can implement this in graphene. So after declaring our types with graphene-sqlalchemy in the previous step add the following lines to define the createUser mutation.&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="c1"&gt;# registeration
&lt;/span&gt;&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;createUser&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Mutation&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Arguments&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;first_name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="n"&gt;last_name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="n"&gt;email&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="n"&gt;password&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;ok&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Boolean&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Field&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;mutate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;root&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;info&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;first_name&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;last_name&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="n"&gt;new_user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;UserModel&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;first_name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;first_name&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;last_name&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;last_name&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nf"&gt;str&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;bcrypt&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;generate_password_hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;utf-8&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;
            &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;new_user&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;commit&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="n"&gt;ok&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;createUser&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ok&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;ok&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;new_user&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;



&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;As observed we simply subclass graphene.Mutation which is used to define mutations, and create another class called “Arguments” inside of createUser to hold arguments for our mutation. The mutation also declares its return types, ok(a boolean type) and user(which is of type User, as we declared earlier on with our models).&lt;br&gt;&lt;br&gt;
This is followed by a method called “mutate” that handles the request by creating a user object(with the models directly this time not the serialized user type) and uses sqlalchemy session to commit it to the database.&lt;/p&gt;

&lt;p&gt;Lastly, we return an instance of createUser along with the status of the request with the ok variable and the newly created user object. The mutate method takes in the root and info as positional arguments. These are passed down from the Mutate class, we need them to process our queries correctly; they basically hold useful information about the query as well as its context.&lt;/p&gt;

&lt;p&gt;Once a request is sent the mutation creates the new user and returns a response. We’ll add a couple more mutations and queries. As follows:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Add a new note&lt;/strong&gt;: This schema represents a mutation query to add a new note&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="c1"&gt;# add new note
&lt;/span&gt;&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;addNote&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Mutation&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Arguments&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;title&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="n"&gt;body&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;String&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;ok&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Boolean&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;note&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Field&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Notes&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;mutate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;root&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;info&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;title&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="n"&gt;uid&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;info&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;uid&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="c1"&gt;# find user based on token payload
&lt;/span&gt;        &lt;span class="n"&gt;user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;UserModel&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;filter_by&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;uid&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;first&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="n"&gt;new_note&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;NotesModel&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="n"&gt;title&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;title&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;user&lt;/span&gt;
        &lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;new_note&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;commit&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="n"&gt;ok&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;addNote&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ok&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;ok&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;note&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;new_note&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Update an existing note&lt;/strong&gt;:
```python
&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  update existing note
&lt;/h1&gt;

&lt;p&gt;class updateNote(graphene.Mutation):&lt;br&gt;
    class Arguments:&lt;br&gt;
        note_id = graphene.Int()&lt;br&gt;
        title = graphene.String()&lt;br&gt;
        body = graphene.String()&lt;br&gt;
    ok = graphene.Boolean()&lt;br&gt;
    note = graphene.Field(Notes)&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;def mutate(root, info, note_id, title: Optional[str]=None, body: Optional[str]=None):
    # find note object
    note = session.query(NotesModel).filter_by(id=note_id).first()
    if not title:
        note.body = body
    elif not body:
        note.title = title
    else:
        note.title = title
        note.body = body
    session.commit()
    ok = True
    note = note
    return updateNote(ok=ok, note=note)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;- **Delete a Note** :

```python


# delete note
class deleteNote(graphene.Mutation):
    class Arguments:
        id = graphene.Int()
    ok = graphene.Boolean()
    note = graphene.Field(Notes)

    def mutate(root, info, id):
        note = session.query(NotesModel).filter_by(id=id).first()
        session.delete(note)
        ok = True
        note = note
        session.commit()
        return deleteNote(ok=ok, note=note)


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Before moving on to GET queries, one final thing we must do after defining mutation classes is to mount the instances of each of our mutation classes as query fields so that they can be used to query our server - using the &lt;strong&gt;ObjectType&lt;/strong&gt; class from graphene. It’s a generic type that’s used to define queries, mutations just have to be defined using the Mutation class first as seen above before declaring them as fields as we will now do below:&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;PostAuthMutation&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ObjectType&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;addNote&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;addNote&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Field&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;updateNote&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;updateNote&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Field&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;deleteNote&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;deleteNote&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Field&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;


&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;PreAuthMutation&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ObjectType&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;create_user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;createUser&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Field&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;



&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;I’m making two classes because I’ll be creating a pair of schemas for logged in/authorized users and non-authorized users. Here, I add the mutations that are accessible by authorized users in &lt;strong&gt;PostAuthMutation&lt;/strong&gt; and define them as fields using the &lt;strong&gt;Field()&lt;/strong&gt; method on each one of them.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Queries&lt;/strong&gt;: Queries to request for data from the server are simply called “queries”; these can be defined using the &lt;strong&gt;“ObjectType”&lt;/strong&gt; class. Multiple queries can be defined in a single class with multiple resolver functions to handle each one if need be.&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ObjectType&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="c1"&gt;# find single note
&lt;/span&gt;    &lt;span class="n"&gt;findNote&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Field&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Notes&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nb"&gt;id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Int&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
    &lt;span class="c1"&gt;# get all notes by user
&lt;/span&gt;    &lt;span class="n"&gt;user_notes&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;List&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Notes&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;resolve_user_notes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;root&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;info&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="c1"&gt;# find user with uid from token
&lt;/span&gt;        &lt;span class="n"&gt;uid&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;info&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;uid&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
        &lt;span class="n"&gt;user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;UserModel&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;filter_by&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;uid&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;first&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;notes&lt;/span&gt;

    &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;resolve_findNote&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;root&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;info&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nb"&gt;id&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;NotesModel&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;filter_by&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nb"&gt;id&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;first&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;



&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;ObjectTypes&lt;/strong&gt; are allowed to describe their fields, and this particular query has two fields described. &lt;strong&gt;FindNote&lt;/strong&gt; by Id, and &lt;strong&gt;user_notes&lt;/strong&gt; which represents an array of all notes by a particular user. &lt;br&gt;
Observe that each field is described by a native graphene type; Field for a single value field and &lt;strong&gt;List&lt;/strong&gt; to represent a field with an array of values. Each one takes the data-type for each field as its first argument. The findNote query for instance is defined as one that expects a &lt;strong&gt;Note-type&lt;/strong&gt; and a keyword parameter which is what is used by the resolver to find the data. &lt;/p&gt;

&lt;p&gt;After describing our fields we add resolver methods to handle the request. There is a naming convention for our methods and it's usually of the format - &lt;strong&gt;“resolver_”&lt;/strong&gt;. This is how graphene knows which function belongs to what field. I’ll define one more query for non-authorized users.&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;PreAuthQuery&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ObjectType&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;all_users&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;List&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;resolve_all_users&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;root&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;info&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;UserModel&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;all&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Lastly, we’ll define two schemas, one for authorized requests and the other for non-authorized requests.&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="n"&gt;auth_required_schema&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Schema&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;Query&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;mutation&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;PostAuthMutation&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;schema&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;graphene&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Schema&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;PreAuthQuery&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;mutation&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;PreAuthMutation&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;extensions.py&lt;/strong&gt;: This contains instances of some important extensions/libraries used in this project. They are used throughout the application.&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_bcrypt&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Bcrypt&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_graphql_auth&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;GraphQLAuth&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_jwt_extended&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;JWTManager&lt;/span&gt;

&lt;span class="n"&gt;bcrypt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Bcrypt&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;auth&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;GraphQLAuth&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;jwt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;JWTManager&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;data.py&lt;/strong&gt;: I use this file to run the command that creates the database and the tables defined in the &lt;strong&gt;models.py&lt;/strong&gt; file.&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;models&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Base&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# create tables
&lt;/span&gt;&lt;span class="n"&gt;Base&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;metadata&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create_all&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;



&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;run.py&lt;/strong&gt;: here’s where we add the command to run our flask server, to run the app we’ll simply run this file:&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;core&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;app&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;run&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;debug&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;core/&lt;strong&gt;init&lt;/strong&gt;.py&lt;/strong&gt;: Finally let’s talk about the actual server code, there’s quite a number of important things going on here. But the majority of what is being done here is regular flask setup.  This is also where we’ll use flask-graphql and add the schemas we declared from schema.py to our graphql endpoints. To begin we’ll import the required dependencies, instantiate our flask app, add its configuration and pass in the flask app instance to the extensions that need it&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;Flask&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;jsonify&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_graphql&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;GraphQLView&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;extensions&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;bcrypt&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;auth&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;jwt&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;schema&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;auth_required_schema&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;schema&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;dotenv&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;load_dotenv&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;flask_jwt_extended&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;create_access_token&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;create_refresh_token&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;get_jwt_identity&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;jwt_required&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;
&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;models&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;

&lt;span class="nf"&gt;load_dotenv&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;  &lt;span class="c1"&gt;# loads environment variable from .env file
&lt;/span&gt;
&lt;span class="n"&gt;app&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;Flask&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;__name__&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;config&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;SECRET_KEY&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;secret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;config&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;JWT_SECRET_KEY&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;jwtsecret&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;bcrypt&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;init_app&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;auth&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;init_app&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;jwt&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;init_app&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Next, we define a couple of endpoints, two graphql endpoints, one for &lt;br&gt;
Authorized requests and the other for non-authorized requests, as well as conventional REST-style login endpoint to create auth tokens. &lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;index&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Go to /graphql&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;


&lt;span class="nd"&gt;@app.route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/login&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;methods&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;login&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="c1"&gt;# fetch login credentials
&lt;/span&gt;    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;force&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="c1"&gt;# find user
&lt;/span&gt;    &lt;span class="n"&gt;user&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;filter_by&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nf"&gt;first&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ok&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;message&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;User with email not found&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
        &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;404&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;bcrypt&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;check_password_hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;user&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;password&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;]):&lt;/span&gt;
        &lt;span class="n"&gt;token&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;create_access_token&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;identity&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;email&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;jsonify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;access_token&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;token&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ok&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;message&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Incorrect password&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="mi"&gt;401&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Here we have two endpoints, one to tell the user what route the graphql server can be accessed on and the other for login. This login route is a REST endpoint and takes in JSON to log in a user and returns a token as JSON as well, this token is then used to send requests to the protected graphql endpoint - by adding it to headers of the request. Let’s see how we can use Flask-graphql to define GraphQL endpoints.&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;graphql&lt;/span&gt;&lt;span class="p"&gt;():&lt;/span&gt;
    &lt;span class="n"&gt;view&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;GraphQLView&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;as_view&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;graphql&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;schema&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;auth_required_schema&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;graphiql&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;get_context&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="k"&gt;lambda&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;session&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;session&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;request&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;uid&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;get_jwt_identity&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;jwt_required&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;view&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add_url_rule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/graphql&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;view_func&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nf"&gt;graphql&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;add_url_rule&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;/graphq&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;view_func&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;GraphQLView&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;as_view&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;graphq&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;schema&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;schema&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;graphiql&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;I use the flask app’s &lt;strong&gt;add_url_rule&lt;/strong&gt; method to create new routes; tantamount to using the @app.route decorator, Flask also provides this method, this way you can have your handlers as standalone functions perhaps even in separate files. &lt;br&gt;
The first thing we have here is the handler for the &lt;strong&gt;/graphql&lt;/strong&gt; route, and in there we use the GraphQLView.as_view() method to add our schema from &lt;strong&gt;schema.py&lt;/strong&gt; and specify &lt;strong&gt;graphiql=True&lt;/strong&gt;, this allows the server to render an interface to write graphql queries in and test them with ease. Also, note the &lt;strong&gt;get_context&lt;/strong&gt; attribute, it's important because we use it to pass important values, like the user’s identity from the token and some other important things like db session - onto each request. If you observe in our mutations we used this ‘&lt;strong&gt;uid&lt;/strong&gt;’ to get the user object that's currently logged in,  &lt;strong&gt;get_context&lt;/strong&gt; passes the data we give it onto the &lt;strong&gt;info&lt;/strong&gt; parameter on our queries.&lt;/p&gt;

&lt;p&gt;Hopefully, that’s clear enough, now let’s run our app! First, we need to run &lt;strong&gt;data.py&lt;/strong&gt; so that it creates our database and tables as defined by models.py. To do this we use the data.py file, simply run it from the cmd or terminal using :&lt;/p&gt;

&lt;p&gt;&lt;code&gt;python data.py&lt;/code&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Next, we’ll run the app using &lt;strong&gt;run.py&lt;/strong&gt;, you should now see your server logs as usual. To test visit &lt;strong&gt;localhost:5000/graphq&lt;/strong&gt; which is accessible without authorization, here is where we’ll create a new user account. On this page, you’ll find two panes. The left one is where you write your graphql queries and here, we’ll create a user as follows:&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fhvw989c5keyzpxwq1adr.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fhvw989c5keyzpxwq1adr.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;As expected we declared &lt;strong&gt;createUser&lt;/strong&gt; to take in those arguments, and return the status along with the newly created user object, which can also be sub-queried.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Let’s login with &lt;strong&gt;localhost:5000/login&lt;/strong&gt;, via postman or curl or any other means preferred, I have a postman browser extension and that's what I’m going to be using.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F3tfmrbt25nkaqw991ypy.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F3tfmrbt25nkaqw991ypy.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Next, we can go to &lt;strong&gt;localhost:5000/graphql&lt;/strong&gt; with this token in the headers. If you try to open this route without the token you’ll get this :&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fz2s4t61bes0vgvdg6pqw.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fz2s4t61bes0vgvdg6pqw.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;As such I added the token from the login request to headers from my browser via a browser plugin called &lt;strong&gt;ModHeader&lt;/strong&gt;; you don’t have to test this from the browser, you can do it from Postman or any other API testing tool you prefer. From here we can then write mutations to add a note, update notes or even delete notes, or queries to fetch all notes by the user currently signed in as an example :&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fqshercgxzwngbsrzfx9a.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fqshercgxzwngbsrzfx9a.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Of Course, we get an empty array since we haven’t added anything, we can add a new note as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fgcp7a6jic9wbi0b2bibb.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fgcp7a6jic9wbi0b2bibb.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;So that's how to set-up a simple graphql server in python using Flask, and Graphene, and that wasn’t so bad now was it?. But what if there was an easier way to get our server up and running. In the next phase of this article, I’ll be showing you how to set up a GraphQL server without actually writing backend code, or bothering about setting up a server from scratch. The next part of this article shows you how to setup a GraphQL server using Fauna’s GraphQL API.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Serverless GraphQL APIs With Fauna
&lt;/h2&gt;

&lt;p&gt;So first off some introduction, before we jump right in. It’s only fair that I give Fauna a proper introduction seeing as it's about to make our lives a whole lot easier, as we will soon get to see.&lt;/p&gt;

&lt;h3&gt;
  
  
  Serverless and Fauna
&lt;/h3&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fq581qzvzv1kz6ay1zcaq.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fq581qzvzv1kz6ay1zcaq.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Fauna is a &lt;strong&gt;serverless&lt;/strong&gt; database service, that handles all optimization and maintenance tasks so that developers don’t have to bother about them and can focus on developing their apps and shipping to market faster.&lt;/p&gt;

&lt;p&gt;Then again what is &lt;strong&gt;serverless&lt;/strong&gt;; so serverless doesn’t actually mean “NO SERVERS”,  to simply put it - what serverless means instead is that you can get things working without necessarily having to set things up from scratch, for example, some apps that use serverless concept don’t have a backend service written from scratch, they instead employ the use of cloud functions which are, technically scripts written on cloud platforms to handle necessary tasks like login, registration, serving data, etc - all without having to set up a server from scratch. &lt;/p&gt;

&lt;p&gt;Where does Fauna fit into all of this, you ask?. Well usually, when we build servers we need to provision our server with a database, and when we do that it's usually a running instance of our database server on the same machine that our server is running on or at least on the same network. With serverless technology like Fauna, we can shift that workload to the cloud and focus on actually writing our auth systems, implementing business logic for our app, etc. Fauna also manages things like, maintenance and scaling which are usually causes for concern with systems that use conventional databases.&lt;/p&gt;

&lt;p&gt;That’s it for the intro, if you’re interested in getting more info about Fauna and its features check the docs here. Let’s get started with building our GraphQL API the serverless way with GraphQL.&lt;/p&gt;

&lt;h3&gt;
  
  
  Hands On With Fauna
&lt;/h3&gt;

&lt;h4&gt;
  
  
  Requirements
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;Fauna Account: That’s right, that’s all you need folks; an account with Fauna is all you need for this session, so click here to go to the sign-up page.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Creating a Fauna Database
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Login to your Fauna Account once you have created an account. Once on the dashboard, you should see a button to create a new database, click on that and you should see a little form to fill in the name of the database, that resembles the one below:&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F7xc5c0jm2t67mipkez6y.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F7xc5c0jm2t67mipkez6y.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;I call mine “graphqlbyexample” but you can choose to call yours whatever you please, also ignore the pre-populate with demo data option we don’t need that for this demonstration. Click Save and you should be brought to a new screen as shown below:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F5ccitvap56n6bt9cxls4.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F5ccitvap56n6bt9cxls4.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Adding a GraphQL Schema To Fauna
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;In order to get our GraphQL server up and running, Fauna allows us to upload our own graphql schema, on the page we’re currently on you should see a &lt;strong&gt;GraphQL&lt;/strong&gt; option; select that and it’ll prompt you to upload a schema file. This file usually contains raw graphQL schema and is saved with either the &lt;strong&gt;.gql or .graphql&lt;/strong&gt; file extension. Let’s create our schema and upload it to Fauna to spin up our server.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fxhe0h21m5egux3x09mdc.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fxhe0h21m5egux3x09mdc.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Let’s create that file, create a new file anywhere you like, I’m creating it in the same directory as our previous app, because it has no impact on it, I’m also calling it &lt;strong&gt;schema.gql&lt;/strong&gt; in schema.gql we’ll add the following:&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight graphql"&gt;&lt;code&gt;&lt;span class="w"&gt;

&lt;/span&gt;&lt;span class="k"&gt;type&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;notes&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;Notes&lt;/span&gt;&lt;span class="p"&gt;!]&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="err"&gt;@&lt;/span&gt;&lt;span class="n"&gt;relation&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;

&lt;/span&gt;&lt;span class="k"&gt;type&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;Notes&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;title&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="nb"&gt;String&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="n"&gt;author&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;!&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="err"&gt;@&lt;/span&gt;&lt;span class="n"&gt;relation&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;


&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Here we simply define our data types in tandem to our two tables (Notes, and User). Save this and go back to that page to upload this &lt;strong&gt;schema.gql&lt;/strong&gt; that we just created. Once that’s done Fauna will process that and take us to a new page - our GraphQL API playground!!&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F70jmlafm5fgb4kwyz3gm.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F70jmlafm5fgb4kwyz3gm.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We have literally created a graphql server by simply uploading that really simple schema to Fauna, and to highlight some of the really cool feats that Fauna has, observe:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fauna automatically generates collections&lt;/strong&gt; for us, If you notice we didn’t create any collection (translates to Tables, if you’re only familiar with relational databases  - Fauna is a NoSQL database and collections are technically the same as tables, and documents as to rows in tables; check out the docs for more info). If we go to the collections options and click on that we’d see the tables that were auto-generated on our behalf, courtesy of the schema file that we uploaded.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fa57xl0z1e3v4r7n88q6z.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fa57xl0z1e3v4r7n88q6z.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fauna automatically creates indexes&lt;/strong&gt; on our behalf: head over to the Indexes option and see what indexes have been created on behalf of the API. Fauna is a document-oriented database and doesn’t have primary keys or foreign-keys as you’d have in relational databases for search and index purposes, instead, we create indexes in Fauna to help with data retrieval, find out more about indexes here. &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fqilpyfebr3qh7whrfs83.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fqilpyfebr3qh7whrfs83.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fauna automatically generates graphql queries and mutations as well as API Docs&lt;/strong&gt; on our behalf: this one’s my personal favorite and I can’t seem to get over just how efficient Fauna does this. Fauna is able to intelligently generate some queries that it thinks you might want in your newly created API. Head over back to the GraphQL option and click on the “Docs” tab to open up the Docs on the playground.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fzbvq74rmser9i79x4ms0.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fzbvq74rmser9i79x4ms0.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;As you can see we have two queries and a handful of mutations already auto-generated (even though we didn’t add them to our schema file), you can click on each one in the docs to see the details. Fauna’s thoughtful enough to help us create some boilerplate queries and mutations without us asking or having to hard code it in. Thank you Fauna. &lt;/p&gt;

&lt;p&gt;Now without stalling any further, let’s run some tests!&lt;/p&gt;

&lt;h3&gt;
  
  
  Testing Our Server
&lt;/h3&gt;

&lt;p&gt;Let's test out some of these queries and mutations from the playground, we can also use our server outside of the playground, by the way, it is a fully functional GraphQL server, after all, so we will look at how to do that as well&lt;/p&gt;

&lt;h4&gt;
  
  
  Testing From The Playground
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;We’ll test our first off by creating a new user, with the predefined createUser mutation as follows:&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fg81ae8rphin158xw3egu.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fg81ae8rphin158xw3egu.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;If we go to the collections options and choose User, we should have our newly created entry (document aka row) in our User collection.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Let’s also create a new note and associate it with a user as the author via its document ref id, which is a special ID generated by Fauna for all documents for the sake of references like this much like a key in relational tables. To find the ID for the user we just created simply navigate to the collection and from the list of documents you should see the option(a copy Icon) to copy Ref ID: &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F2r30k4u393u5681z7s8x.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F2r30k4u393u5681z7s8x.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once you have this you can create a new note and associate it as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fi8st8jt1zwn1y297uvin.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fi8st8jt1zwn1y297uvin.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Let’s make a query this time, this time to get data from the database. Currently, we can fetch users by ID or fetch a note by its ID. Let's see that in action :&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fx9j7rx9nvj4e3q4he95r.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fx9j7rx9nvj4e3q4he95r.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Yes you must have been thinking it, what if we wanted to fetch info of all users, currently, we can’t do that because Fauna didn’t generate that automatically for us, but we can update our schema so let’s add our custom query to our &lt;strong&gt;schema.gql&lt;/strong&gt; file, as follows, note that this is an update to the file so don’t clear everything in the file out just add this to it:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2For9xocyiml7p2nztxmmc.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2For9xocyiml7p2nztxmmc.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Once you’ve added this save the file and click on the &lt;strong&gt;update schema&lt;/strong&gt; option on the playground to upload the file again, it should take a few seconds to update, once it's done we’ll be able to use our newly created query, as follows:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F58j26o31bt4y0w5c3mbb.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2F58j26o31bt4y0w5c3mbb.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Please don’t forget that as opposed to having all the info about users served (namely: name, email, password) we can choose what fields we want, cause yeah - it’s GraphQL !!, and not just that it's Fauna’s GraphQL so feel free to specify more fields if you want this is just for demo purposes so i only specified the name field to get all names of all users, and as you can observe the result is an array as clearly defined by the schema we just added.&lt;/p&gt;

&lt;h3&gt;
  
  
  Testing From Without the Playground - Using Python (requests library)
&lt;/h3&gt;

&lt;p&gt;Now that we’ve seen that our API works from the playground lets see how we can actually use this from an application outside the playground environment, using python’s request library so if you don’t have it installed kindly install it using pip as follows:&lt;/p&gt;

&lt;p&gt;&lt;code&gt;pip install requests&lt;/code&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Before we write any code we need to get our API key from Fauna which is what will help us communicate with our API from outside the playground. Head over to security on your dashboard and on the keys tab select the option to create a new key, it should bring up a form like this:&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fmnl469k5a0qpq9ozzdzp.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fmnl469k5a0qpq9ozzdzp.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Leave the database option as the current one, change the role of the key from admin to the server and then save. It’ll generate for you a new key secret that you must copy and save somewhere safe, as an environment variable most probably.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;For this I’m going to create a simple script to demonstrate, so add a new file call it whatever you wish - I’m calling mine &lt;strong&gt;test.py&lt;/strong&gt; to your current working directory or anywhere you wish. In this file we’ll add the following:&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;

&lt;span class="n"&gt;url&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://graphql.fauna.com/graphql&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

&lt;span class="c1"&gt;# create a request to fetch user by ID
&lt;/span&gt;
&lt;span class="c1"&gt;# create query
&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
    {
        findUserByID(id: 287471031836213761)
        {
            email
        }
    }
&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
&lt;span class="n"&gt;token&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;os&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getenv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;FAUNA_SECRET&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="c1"&gt;# set headers 
&lt;/span&gt;&lt;span class="n"&gt;headers&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Authorization&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Bearer &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;token&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Here we add a couple of imports, including the requests library which we use to send the requests, as well as the os module used here to load our environment variables which is where I stored the Fauna secret key we got from the previous step.  &lt;/p&gt;

&lt;p&gt;Note the URL where the request is to be sent, this is gotten from the Fauna GraphQL playground here:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fm7vpbvpv7zbewclx8udd.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fm7vpbvpv7zbewclx8udd.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Next, we create a query which is to be sent this example shows a simple fetch query to find a user by id (which is one of the automatically generated queries from Fauna), we then retrieve the key from the environment variable and store it in a variable called a token,  and create a dictionary to represent out headers, this is, after all, an HTTP request so we can set headers here, and in fact, we have to because Fauna will look for our secret key from the headers of our request.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;The concluding part of the code features how we use the request library to create the request, and is shown as follows:&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;

&lt;span class="n"&gt;get&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;post&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;query&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;
    &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="n"&gt;headers&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;get&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;status_code&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="mi"&gt;200&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;get&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
&lt;span class="k"&gt;else&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Error sending request..&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;


&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;We create a request object and check to see if the request went through via its status_code and print the response from the server if it went well otherwise we print an error message lets run &lt;strong&gt;test.py&lt;/strong&gt; and see what it returns:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fa0ecg61lus0mydzj78zt.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fa0ecg61lus0mydzj78zt.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Eureka! Now that it works, we can confirm that our API works off the playground as well so long as we communicate correctly with our secret key.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;In this article, we’ve learned a lot about GraphQL - &lt;strong&gt;by example!&lt;/strong&gt; now haven’t we?. We covered creating GraphQL servers from scratch and looked at creating servers right from Fauna without having to do much work, we also saw some of the awesome, cool perks that come with using the serverless system that Fauna provides, we went on to further see how we could test our servers and validate that they work. &lt;/p&gt;

&lt;p&gt;Hopefully, this was worth your time, hope it taught you a thing or two about GraphQL, Serverless, Fauna, and Flask!. I would love to write more articles like this one, so be sure to leave positive remarks to encourage me, or even leave suggestions, if you feel like I left something out or perhaps if there was something you’d want to see me work on in a future article, please do leave a comment. &lt;/p&gt;

&lt;p&gt;You can reach out to me on Twitter @Curiouspaul2 for further inquiries. Thank you!&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>fauna</category>
      <category>flask</category>
      <category>graphql</category>
    </item>
    <item>
      <title>Coveed: Help to mitigate stress on the medical infrastructure.</title>
      <dc:creator>Curious Paul</dc:creator>
      <pubDate>Sat, 02 Jan 2021 23:59:05 +0000</pubDate>
      <link>https://dev.to/curiouspaul1/coveed-help-to-mitigate-stress-on-the-medical-infrastructure-3hj</link>
      <guid>https://dev.to/curiouspaul1/coveed-help-to-mitigate-stress-on-the-medical-infrastructure-3hj</guid>
      <description>&lt;h2&gt;
  
  
  What I built
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://coveed-3t5mj.ondigitalocean.app/" rel="noopener noreferrer"&gt;Coveed&lt;/a&gt; - a tool that attempts to assist in the fight against the ongoing covid-19 pandemic by lessening the workload of health care workers. It does this by helping manage patients whose cases might not be as severe.&lt;/p&gt;

&lt;h3&gt;
  
  
  Category Submission:
&lt;/h3&gt;

&lt;p&gt;Program for the People (Covid-19)&lt;/p&gt;

&lt;h3&gt;
  
  
  App Link
&lt;/h3&gt;

&lt;p&gt;&lt;a href="https://coveed-3t5mj.ondigitalocean.app/" rel="noopener noreferrer"&gt;https://coveed-3t5mj.ondigitalocean.app/&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Screenshots
&lt;/h3&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fb5f6h85isfnshxut916n.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fb5f6h85isfnshxut916n.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fapas0oo77jd2518tr76l.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fapas0oo77jd2518tr76l.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fpiy8wja88m10hlckl44a.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fpiy8wja88m10hlckl44a.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fwenfgvgu0n3ffbcrh3t4.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Fwenfgvgu0n3ffbcrh3t4.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Ff4wm4tb3ycrezyduyohj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fi%2Ff4wm4tb3ycrezyduyohj.png" alt="Alt Text"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Description
&lt;/h3&gt;

&lt;p&gt;Coveed is a tool, that helps health workers monitor the health status of covid19 patients while allowing patients to create health profiles that health workers rely on for review and medical recommendations/advice. It also features, an emergency failsafe for instances where patients' health deteriorates.&lt;/p&gt;

&lt;h4&gt;
  
  
  Who can use Coveed
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Tested patients (with minimal symptoms) who wish to self-isolate.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;People who suspect that they have been infected, and are experiencing mild symptoms.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  How it Works
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;A user signs up and he gets to add his symptoms on a daily basis to the app, and the app records that data over the space of two weeks.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;The data is then sent to a review staging area. where a certified medical practitioner (MP) can review the progress of the patient based on his/her medical history. The MP can recommend that the patient stays on the app for an extra two weeks in isolation or schedule a test for the patient, and can as well flag a patient for an emergency.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;While a patient is on the app the patient can willingly contact emergency and will consent to have his location revealed to health agencies, and be picked up to a proper isolation center if he observes that he's unstable.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  Benefits of Coveed
&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;It eases the tension on the medical system since lots of cases can be addressed remotely&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Lowers the chances of front-liners in this war against Covid19 - getting infected&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;More cases can be brought under the radar, lots of people here in Nigeria, are either afraid to go for tests or ignorant, with this, we can keep an eye on them.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Link to Source Code
&lt;/h3&gt;

&lt;p&gt;&lt;a href="https://github.com/rinwaowuogba/coveed" rel="noopener noreferrer"&gt;https://github.com/rinwaowuogba/coveed&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Permissive License
&lt;/h3&gt;

&lt;p&gt;&lt;a href="https://github.com/RinwaOwuogba/coveed/blob/main/LICENSE" rel="noopener noreferrer"&gt;MIT License&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Background
&lt;/h2&gt;

&lt;p&gt;I saw a problem that needed fixing, and thought I might devote mysef to fixing it. Helping to reduce the strain on the medical infrastructure is crucial if the fight against Covid-19 is to be won. Events in Italy made it ever moreso clear why the need for a revolutionary approach towards treating pandemic victims was necessary.&lt;/p&gt;

&lt;h3&gt;
  
  
  How I built it
&lt;/h3&gt;

&lt;p&gt;I used DigitalOcean's App platform to deploy a react app. The process was very straightforward, I set some simple presets like app region, environmental variables, pricing plan, and the app was live in a matter of minutes. &lt;/p&gt;

&lt;p&gt;I learned about using a YAML file to define an app's specifications while trying to set up the "Deploy to DigitalOcean" button. That was new to me.&lt;/p&gt;

&lt;h3&gt;
  
  
  Additional Resources/Info
&lt;/h3&gt;

</description>
      <category>dohackathon</category>
      <category>showdev</category>
      <category>covid</category>
      <category>webdev</category>
    </item>
  </channel>
</rss>
