<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>DEV Community: dejandjenic</title>
    <description>The latest articles on DEV Community by dejandjenic (@dejandjenic).</description>
    <link>https://dev.to/dejandjenic</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1213616%2F25404422-4aa5-4705-b2e0-cb2c11484747.jpg</url>
      <title>DEV Community: dejandjenic</title>
      <link>https://dev.to/dejandjenic</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/dejandjenic"/>
    <language>en</language>
    <item>
      <title>Testing with JWT in .NET APIs</title>
      <dc:creator>dejandjenic</dc:creator>
      <pubDate>Tue, 14 Jan 2025 12:50:31 +0000</pubDate>
      <link>https://dev.to/dejandjenic/testing-with-jwt-in-net-apis-423d</link>
      <guid>https://dev.to/dejandjenic/testing-with-jwt-in-net-apis-423d</guid>
      <description>&lt;p&gt;Learn how to create and test a .NET Minimal API with JWT authentication and authorization, including secure endpoints, configuration, and integration testing using the TestJWTLibrary.&lt;br&gt;
&lt;a href="https://www.dejandjenic.com/blogs/testing-with-jwt.html" rel="noopener noreferrer"&gt;https://www.dejandjenic.com/blogs/testing-with-jwt.html&lt;/a&gt;&lt;/p&gt;

</description>
      <category>dotnet</category>
      <category>api</category>
      <category>testing</category>
      <category>jwt</category>
    </item>
    <item>
      <title>Creating a .NET Tool and Publishing it from GitHub</title>
      <dc:creator>dejandjenic</dc:creator>
      <pubDate>Sun, 29 Dec 2024 17:59:35 +0000</pubDate>
      <link>https://dev.to/dejandjenic/creating-a-net-tool-and-publishing-it-from-github-4b4a</link>
      <guid>https://dev.to/dejandjenic/creating-a-net-tool-and-publishing-it-from-github-4b4a</guid>
      <description>&lt;p&gt;&lt;a href="https://www.dejandjenic.com/blogs/creating-dotnet-tool-and-publishing-it-from-github.html" rel="noopener noreferrer"&gt;https://www.dejandjenic.com/blogs/creating-dotnet-tool-and-publishing-it-from-github.html&lt;/a&gt;&lt;/p&gt;

</description>
      <category>dotnet</category>
      <category>github</category>
      <category>softwaredevelopment</category>
      <category>opensource</category>
    </item>
    <item>
      <title>Functional testing with testcontainers</title>
      <dc:creator>dejandjenic</dc:creator>
      <pubDate>Thu, 21 Dec 2023 08:18:29 +0000</pubDate>
      <link>https://dev.to/dejandjenic/functional-testing-with-testcontainers-525k</link>
      <guid>https://dev.to/dejandjenic/functional-testing-with-testcontainers-525k</guid>
      <description>&lt;h1&gt;
  
  
  Introduction
&lt;/h1&gt;

&lt;p&gt;Functional testing is a crucial aspect of software development, ensuring that your application functions as expected in real-world scenarios. However, testing components with external dependencies, such as databases and message brokers, can be challenging. In this article, we explore how the TestContainers library simplifies functional testing by managing these dependencies effectively. We'll focus on using TestContainers with Google Cloud Platform's (GCP) Firestore and PubSub services in a .NET environment.&lt;/p&gt;

&lt;h2&gt;
  
  
  Setting Up the API Project
&lt;/h2&gt;

&lt;p&gt;I recently contributed to the TestContainers open-source library, with two of my pull requests included in the &lt;a href="https://github.com/testcontainers/testcontainers-dotnet/releases/tag/3.6.0"&gt;3.6.0&lt;/a&gt; release. In this guide, we'll delve into the usage of GCP Firestore and PubSub features with TestContainers.&lt;/p&gt;

&lt;p&gt;Let's assume we have a simple API for managing a to-do list. Our API uses Firestore as the operational database, storing only active to-dos, while PubSub is employed to publish messages for every API action. This allows us to build a reporting system without relying on the operational database.&lt;/p&gt;

&lt;p&gt;Start by creating a .NET 8 API project and adding the necessary references:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Google.Cloud.Firestore
Google.Cloud.Firestore.V1
Google.Cloud.PubSub.V1
Microsoft.AspNetCore.OpenApi
Swashbuckle.AspNetCore
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Next, add the required classes for your API:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;FirestoreData&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Todo&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;FirestoreDocumentId&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;Id&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&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;FirestoreProperty&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;Text&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&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;h2&gt;
  
  
  Creating the Firestore and PubSub Services
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;
&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;ITodoRepository&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;List&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;List&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="n"&gt;Task&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;Todo&lt;/span&gt; &lt;span class="n"&gt;item&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Delete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TodoRepository&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;FirestoreDb&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;ITodoRepository&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;const&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;TodoCollectionName&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"Todo"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;List&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;List&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="k"&gt;await&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;Collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;TodoCollectionName&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;GetSnapshotAsync&lt;/span&gt;&lt;span class="p"&gt;()).&lt;/span&gt;
        &lt;span class="n"&gt;Documents&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;
        &lt;span class="nf"&gt;Select&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;=&amp;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;ConvertTo&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;()).&lt;/span&gt;
        &lt;span class="nf"&gt;ToList&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&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;Todo&lt;/span&gt; &lt;span class="n"&gt;item&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&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;Collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;TodoCollectionName&lt;/span&gt;&lt;span class="p"&gt;)&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="nf"&gt;CreateAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;item&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt; 

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Delete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&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;Collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;TodoCollectionName&lt;/span&gt;&lt;span class="p"&gt;)&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;id&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;
            &lt;span class="nf"&gt;DeleteAsync&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;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;BaseEvent&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="n"&gt;DateTime&lt;/span&gt; &lt;span class="n"&gt;Date&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&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;DateTime&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;UtcNow&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt;&lt;span class="p"&gt;?&lt;/span&gt; &lt;span class="n"&gt;Type&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetType&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="n"&gt;FullName&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;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TodoCreated&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;BaseEvent&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;

&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TodoDeleted&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;BaseEvent&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;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;IEventPublisher&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Publish&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseEvent&lt;/span&gt; &lt;span class="n"&gt;eventData&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;EventPublisher&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;PublisherClientImpl&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IEventPublisher&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Publish&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BaseEvent&lt;/span&gt; &lt;span class="n"&gt;eventData&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&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;PublishAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;System&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;Json&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;JsonSerializer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Serialize&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;eventData&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;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;ITodoService&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;List&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;List&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="n"&gt;Task&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;Todo&lt;/span&gt; &lt;span class="n"&gt;item&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Delete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TodoService&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ITodoRepository&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;IEventPublisher&lt;/span&gt; &lt;span class="n"&gt;eventPublisher&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;ITodoService&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;List&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;List&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;repository&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;List&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&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;Todo&lt;/span&gt; &lt;span class="n"&gt;item&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;eventPublisher&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Publish&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;TodoCreated&lt;/span&gt;&lt;span class="p"&gt;());&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;repository&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;item&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt; 

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Delete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;eventPublisher&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Publish&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;TodoDeleted&lt;/span&gt;&lt;span class="p"&gt;());&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;repository&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;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;For abbreviation purposes, our Todo class serves both as a model for requests and an entity for the database, though it's not considered good practice.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;AppSettings&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;ProjectId&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;TopicName&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&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;Additionally, include an app configuration class and the main program file:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;WebApplication&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateBuilder&lt;/span&gt;&lt;span class="p"&gt;(&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddEndpointsApiExplorer&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSwaggerGen&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;appSettings&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Configuration&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetSection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"AppSettings"&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;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;AppSettings&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;FirestoreDb&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;appSettings&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ProjectId&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;((&lt;/span&gt;&lt;span class="n"&gt;PublisherClientImpl&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;&lt;span class="n"&gt;PublisherClientImpl&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="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;TopicName&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ProjectId&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;TopicName&lt;/span&gt;&lt;span class="p"&gt;)));&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;ITodoRepository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;TodoRepository&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;ITodoService&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;TodoService&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IEventPublisher&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;EventPublisher&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;

&lt;span class="kt"&gt;var&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Build&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="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Environment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;IsDevelopment&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;UseSwagger&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;UseSwaggerUI&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;UseHttpsRedirection&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;MapGet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/todo"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ITodoService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;  &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;List&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WithName&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"GetTodos"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WithOpenApi&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;MapPost&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/todo"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ITodoService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;,[&lt;/span&gt;&lt;span class="n"&gt;FromBody&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt; &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;  &lt;span class="n"&gt;service&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;model&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WithName&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"CreateTodo"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WithOpenApi&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;MapDelete&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/todo/{id}"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ITodoService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;,[&lt;/span&gt;&lt;span class="n"&gt;FromRoute&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;  &lt;span class="n"&gt;service&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;id&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WithName&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"DeleteTodo"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WithOpenApi&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="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;partial&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Program&lt;/span&gt;&lt;span class="p"&gt;{}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;after starting our api and checking swagger we would see something like this&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--V5E0tVf7--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/qviu6jctpar8jqvfz65o.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--V5E0tVf7--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/qviu6jctpar8jqvfz65o.png" alt="Image description" width="800" height="400"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;we have 3 endpoints&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;list todos&lt;/li&gt;
&lt;li&gt;create todo&lt;/li&gt;
&lt;li&gt;delete todo&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;we store and retrieve this information from firestore database and we publish pubsub message after creating and deleting todo.&lt;/p&gt;

&lt;h2&gt;
  
  
  Writing Functional Tests
&lt;/h2&gt;

&lt;p&gt;Now, let's add a test project to our solution and include the necessary references:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;FluentAssertions
Microsoft.AspNetCore.Mvc.Testing
Testcontainers.Firestore
Testcontainers.PubSub
Microsoft.NET.Test.Sdk
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Reference your API project from the test project and add the following classes:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;
&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;CustomWebApplicationFactory&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;TProgram&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;WebApplicationFactory&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;TProgram&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;where&lt;/span&gt; &lt;span class="n"&gt;TProgram&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt;
&lt;span class="err"&gt;{&lt;/span&gt;
    &lt;span class="nc"&gt;public&lt;/span&gt; &lt;span class="n"&gt;Func&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IServiceCollection&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;OverideServices&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;protected&lt;/span&gt; &lt;span class="k"&gt;override&lt;/span&gt; &lt;span class="k"&gt;void&lt;/span&gt; &lt;span class="nf"&gt;ConfigureWebHost&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;IWebHostBuilder&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ConfigureServices&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;svc&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&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="n"&gt;OverideServices&lt;/span&gt; &lt;span class="p"&gt;!=&lt;/span&gt; &lt;span class="k"&gt;null&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;{&lt;/span&gt;
                &lt;span class="nf"&gt;OverideServices&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;GetAwaiter&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;GetResult&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;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;
&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TestBase&lt;/span&gt; 
    &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IClassFixture&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;CustomWebApplicationFactory&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Program&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;

    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;CustomWebApplicationFactory&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Program&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;_factory&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;protected&lt;/span&gt; &lt;span class="n"&gt;HttpClient&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="n"&gt;FirestoreDb&lt;/span&gt; &lt;span class="n"&gt;firestoreDb&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="n"&gt;PublisherServiceApiClient&lt;/span&gt; &lt;span class="n"&gt;publisher&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="n"&gt;SubscriberServiceApiClient&lt;/span&gt; &lt;span class="n"&gt;subscriber&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="n"&gt;SubscriptionName&lt;/span&gt; &lt;span class="n"&gt;subscriptionName&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt;  &lt;span class="n"&gt;Func&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IServiceCollection&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;OverideServices&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="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;appSettings&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;BuildServiceProvider&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="n"&gt;GetRequiredService&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;AppSettings&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;SetupFirestore&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;SetupPubSub&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;};&lt;/span&gt;

    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;SetupFirestore&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;IServiceCollection&lt;/span&gt; &lt;span class="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;AppSettings&lt;/span&gt; &lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;FirestoreContainer&lt;/span&gt; &lt;span class="n"&gt;_firestoreContainer&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;FirestoreBuilder&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Build&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;_firestoreContainer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;StartAsync&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;


        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;firestoreDbBuilder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;FirestoreDbBuilder&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;firestoreDbBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ProjectId&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ProjectId&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="n"&gt;firestoreDbBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Endpoint&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;_firestoreContainer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetEmulatorEndpoint&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;firestoreDbBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ChannelCredentials&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;ChannelCredentials&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Insecure&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

        &lt;span class="n"&gt;firestoreDb&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;firestoreDbBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;BuildAsync&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

        &lt;span class="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;firestoreDb&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;SetupPubSub&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;IServiceCollection&lt;/span&gt; &lt;span class="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;AppSettings&lt;/span&gt; &lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;PubSubContainer&lt;/span&gt; &lt;span class="n"&gt;_pubSubContainer&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;PubSubBuilder&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Build&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;_pubSubContainer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;StartAsync&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;


        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;projectId&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ProjectId&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;topicId&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;TopicName&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;subscriptionId&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;$"&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="n"&gt;appSettings&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;TopicName&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s"&gt;-sub"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;topicName&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;TopicName&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;projectId&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;topicId&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="n"&gt;subscriptionName&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;SubscriptionName&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;projectId&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;subscriptionId&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;publisherClientBuilder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;PublisherServiceApiClientBuilder&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;publisherClientBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Endpoint&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;_pubSubContainer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetEmulatorEndpoint&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;publisherClientBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ChannelCredentials&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;ChannelCredentials&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Insecure&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;subscriberClientBuilder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;SubscriberServiceApiClientBuilder&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;subscriberClientBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Endpoint&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;_pubSubContainer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetEmulatorEndpoint&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;subscriberClientBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ChannelCredentials&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;ChannelCredentials&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Insecure&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;


        &lt;span class="n"&gt;publisher&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;publisherClientBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;BuildAsync&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;subscriber&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;subscriberClientBuilder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;BuildAsync&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

        &lt;span class="n"&gt;publisher&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateTopic&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;topicName&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;subscriber&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateSubscriptionAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;subscriptionName&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;topicName&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;null&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="m"&gt;60&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

        &lt;span class="n"&gt;svc&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
            &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;PublisherClientImpl&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
                &lt;span class="n"&gt;topicName&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; 
                &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;List&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;PublisherServiceApiClient&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="n"&gt;publisher&lt;/span&gt; &lt;span class="p"&gt;},&lt;/span&gt;
                &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;PublisherClient&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Settings&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="p"&gt;=&amp;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;public&lt;/span&gt; &lt;span class="nf"&gt;TestBase&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;CustomWebApplicationFactory&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Program&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;factory&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;_factory&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;factory&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="n"&gt;_factory&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;OverideServices&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;OverideServices&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="n"&gt;_factory&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateClient&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;ClearTodoCollection&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;collection&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;firestoreDb&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="n"&gt;TodoRepository&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;TodoCollectionName&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;foreach&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;item&lt;/span&gt; &lt;span class="k"&gt;in&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetSnapshotAsync&lt;/span&gt;&lt;span class="p"&gt;()).&lt;/span&gt;&lt;span class="n"&gt;Documents&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Select&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;=&amp;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;ConvertTo&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;()))&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;collection&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;item&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Id&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;DeleteAsync&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;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="kt"&gt;int&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;CheckSubscription&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;messages&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;subscriber&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;PullAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;subscriptionName&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="m"&gt;5&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;subscriber&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AcknowledgeAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;subscriptionName&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ReceivedMessages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Select&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;=&amp;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;AckId&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;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ReceivedMessages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Count&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 is used as a test base class, when invoked it starts docker container for pubsub and firestore (by using TestContainers library) and sets up environment for it.&lt;/p&gt;

&lt;p&gt;now we have to add some tests&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;
&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;TodoTests&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;TestBase&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;

    &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;List&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;GetTodos&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="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;GetFromJsonAsync&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;List&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;(&lt;/span&gt;&lt;span class="s"&gt;"/todo"&lt;/span&gt;&lt;span class="p"&gt;))!;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;AddTodo&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;todoText&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Guid&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;NewGuid&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;ToString&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="k"&gt;await&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;PostAsJsonAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/todo"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;Todo&lt;/span&gt;&lt;span class="p"&gt;()&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;todoText&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;todoText&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;DeleteTodo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&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;DeleteAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"/todo/&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s"&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;Fact&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Should_Return_Empty_List&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;GetTodos&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Count&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&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="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;Fact&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Should_Add_Todo&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;todos&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;GetTodos&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;todos&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Count&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&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="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;todoText&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;AddTodo&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

        &lt;span class="n"&gt;todos&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;GetTodos&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;todos&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Count&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;1&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="n"&gt;todos&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FirstOrDefault&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;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;todoText&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;ClearTodoCollection&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;CheckSubscription&lt;/span&gt;&lt;span class="p"&gt;()).&lt;/span&gt;&lt;span class="nf"&gt;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&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="n"&gt;Fact&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Should_Delete_Todo&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;todos&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;GetTodos&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;todos&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Count&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&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="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;todoText&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;AddTodo&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

        &lt;span class="n"&gt;todos&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;GetTodos&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;todos&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Count&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;1&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="n"&gt;todos&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FirstOrDefault&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;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;todoText&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;DeleteTodo&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;todos&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FirstOrDefault&lt;/span&gt;&lt;span class="p"&gt;()!.&lt;/span&gt;&lt;span class="n"&gt;Id&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

        &lt;span class="n"&gt;todos&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;GetTodos&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;todos&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Count&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&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="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;ClearTodoCollection&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;CheckSubscription&lt;/span&gt;&lt;span class="p"&gt;()).&lt;/span&gt;&lt;span class="nf"&gt;Should&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;Be&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;2&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;



    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;TodoTests&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;CustomWebApplicationFactory&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Program&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;factory&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;base&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;factory&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;h2&gt;
  
  
  Running the Tests and Analyzing Results
&lt;/h2&gt;

&lt;p&gt;test server will be started and will execute api project, we did setup and registered with api project DI a special version for our services that we want to use with emulator, no code is changed in api project to achieve this.&lt;/p&gt;

&lt;p&gt;we created test for our api, we ensured that when we create a todo it will appear in the list of all todos, we ensured that when we delete a todo it will not be shown on the list. We tested that api produces pubsub messages.&lt;/p&gt;

&lt;p&gt;if we run tests now we see similar output&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--GyjoT40T--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/khrvwzxwxjmjb0ucuqfe.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--GyjoT40T--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/khrvwzxwxjmjb0ucuqfe.png" alt="Image description" width="800" height="410"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;all tests have passed and out code coverage is 98%.&lt;/p&gt;

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

&lt;p&gt;In conclusion, using TestContainers simplifies functional testing by managing external dependencies effectively. In this guide, we explored its integration with GCP Firestore and PubSub, demonstrating how to set up an API project, write functional tests, and analyze the results. By following these practices, developers can ensure their applications are robust and reliable in real-world scenarios.&lt;/p&gt;

&lt;p&gt;code used in this article can be found &lt;a href="https://github.com/dejandjenic/GCPTestContainers"&gt;here&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Originally published at &lt;a href="https://www.dejandjenic.com/blogs/functional-testing-with-testcontainers.html"&gt;https://www.dejandjenic.com/blogs/functional-testing-with-testcontainers.html&lt;/a&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Caching exploration in .NET</title>
      <dc:creator>dejandjenic</dc:creator>
      <pubDate>Fri, 01 Dec 2023 08:17:36 +0000</pubDate>
      <link>https://dev.to/dejandjenic/caching-exploration-in-net-3fhi</link>
      <guid>https://dev.to/dejandjenic/caching-exploration-in-net-3fhi</guid>
      <description>&lt;h3&gt;
  
  
  Multi-Layered Caching in .NET Microservices
&lt;/h3&gt;

&lt;p&gt;Caching plays a crucial role in optimizing the performance and scalability of .NET microservices. It allows frequently accessed data to be stored in memory or fast storage mediums, reducing the need to repeatedly retrieve data from original sources. In this blog post, we will explore the concept of multi-layered caching in .NET microservices and its significance in building highly performant and scalable applications.&lt;/p&gt;

&lt;h4&gt;
  
  
  Introduction
&lt;/h4&gt;

&lt;p&gt;Caching offers several benefits in modern .NET applications:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Reduced Latency&lt;/strong&gt;: Caching minimizes the latency associated with fetching data from databases or external services, resulting in faster response times and improved user experience.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Enhanced Scalability&lt;/strong&gt;: By reducing the computational and network resources required to serve requests, caching improves the scalability of microservices, enabling them to handle higher loads efficiently.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Improved Resilience&lt;/strong&gt;: Caching mitigates the impact of external service failures or outages by providing access to previously cached data, ensuring that the application remains functional even when external dependencies are unavailable.&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  The Need for Caching in .NET Applications
&lt;/h4&gt;

&lt;p&gt;To demonstrate the need for caching in .NET applications, let's create a sample .NET API project using the Minimal API approach. We will use the GenFu library for generating fake data.&lt;/p&gt;

&lt;p&gt;First, let's define a data model that will be returned by the search endpoint:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;DataEntity&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;Name&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;LastName&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="n"&gt;Age&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&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;Next, we need to create repository and service classes to be used by the endpoint. Here's an example of the IDataRepository interface and its implementation, DataRepository:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;IDataRepository&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IList&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;DataEntity&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;SearchEntities&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&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;Task&lt;/span&gt; &lt;span class="nf"&gt;Add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

 &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;DataRepository&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IDataRepository&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;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;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IList&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;DataEntity&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;SearchEntities&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Delay&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;1500&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;GenFu&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;GenFu&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ListOf&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;DataEntity&lt;/span&gt;&lt;span class="p"&gt;&amp;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;Similarly, let's define the IDataService interface and its implementation, DataService:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt; &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;IDataService&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IList&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;DataEntity&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;SearchEntities&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&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;Task&lt;/span&gt; &lt;span class="nf"&gt;Add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;


 &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;DataService&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IDataService&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;IDataRepository&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;DataService&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;repository&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;repository&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;name&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IList&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;DataEntity&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;SearchEntities&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&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="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;SearchEntities&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="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;In the above code, we simulate the database read operation by introducing a delay of 1.5 seconds. The implementation for adding data is left empty for now. This setup allows us to simulate the load and reading latency without actually implementing it.&lt;/p&gt;

&lt;p&gt;To wire up the dependencies, modify your Program.cs file as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Cache&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Service&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;Microsoft.AspNetCore.Mvc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;WebApplication&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateBuilder&lt;/span&gt;&lt;span class="p"&gt;(&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;DataRepository&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataService&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;DataService&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;


&lt;span class="kt"&gt;var&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Build&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;MapGet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/search"&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="n"&gt;FromQuery&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="kt"&gt;string&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;IDataService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;SearchEntities&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="nf"&gt;MapGet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/add"&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="n"&gt;FromQuery&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="kt"&gt;string&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;IDataService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;service&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;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="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;By running the application, you will have two endpoints: /search for searching entities and /add for adding entities. Note that the /add endpoint should ideally be a POST request, but for simplicity, we are using a GET request in this example.&lt;/p&gt;

&lt;p&gt;To test the search endpoint, you can use a URL 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;https://localhost:7220/search?name&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nb"&gt;test&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This will return a JSON array of fake data similar to the following:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&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;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"John"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"lastName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Doe"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"age"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;25&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="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Jane"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"lastName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Smith"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"age"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;30&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="err"&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;Please note that the data is randomly generated and may not match exactly.&lt;/p&gt;

&lt;p&gt;In a real-world scenario, the application would be hosted behind a load balancer with multiple instances running simultaneously. In a Kubernetes environment, these instances would be represented as pods within a deployment. To simulate this environment on your local machine, you can use Docker Compose.&lt;/p&gt;

&lt;p&gt;Let's add some additional components to our project.&lt;/p&gt;

&lt;h4&gt;
  
  
  Adding YARP for Load Balancing and Docker Compose
&lt;/h4&gt;

&lt;p&gt;We can enhance our project by adding the YARP (Yet Another Reverse Proxy) project for load balancing. Additionally, we'll use Docker Compose to spin up multiple instances of our API.&lt;/p&gt;

&lt;p&gt;Create a new project and configure it as follows:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;WebApplication&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateBuilder&lt;/span&gt;&lt;span class="p"&gt;(&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddReverseProxy&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;LoadFromConfig&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Configuration&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetSection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"ReverseProxy"&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;span class="kt"&gt;var&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Build&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;MapReverseProxy&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;Add the following configuration to your appsettings.json file:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"Logging"&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;span class="nl"&gt;"LogLevel"&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;span class="nl"&gt;"Default"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Information"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"Microsoft.AspNetCore"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Warning"&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="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"AllowedHosts"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"*"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;


  &lt;/span&gt;&lt;span class="nl"&gt;"ReverseProxy"&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;span class="nl"&gt;"Routes"&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;span class="nl"&gt;"minimumroute"&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;span class="nl"&gt;"ClusterId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"minimumcluster"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="nl"&gt;"Match"&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;span class="nl"&gt;"Path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"{**catch-all}"&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="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;span class="nl"&gt;"Clusters"&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;span class="nl"&gt;"minimumcluster"&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;span class="nl"&gt;"Destinations"&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;span class="nl"&gt;"api1"&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;span class="nl"&gt;"Address"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"http://api/"&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="nl"&gt;"api2"&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;span class="nl"&gt;"Address"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"http://api2/"&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="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;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;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;we added routing of content to any of 2 instances of our app that are going to be used in our docker compose.&lt;/p&gt;

&lt;p&gt;lets create some Dockerfile&lt;/p&gt;

&lt;p&gt;first for our app, name this file Dockerfile&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight docker"&gt;&lt;code&gt;&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;mcr.microsoft.com/dotnet/aspnet:7.0&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;AS&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;base&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; /app&lt;/span&gt;
&lt;span class="k"&gt;EXPOSE&lt;/span&gt;&lt;span class="s"&gt; 80&lt;/span&gt;
&lt;span class="k"&gt;EXPOSE&lt;/span&gt;&lt;span class="s"&gt; 443&lt;/span&gt;

&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;mcr.microsoft.com/dotnet/sdk:7.0&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;AS&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;build&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; /src&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; ["CachingDemo/CachingDemoApi.csproj", "CachingDemo/"]&lt;/span&gt;
&lt;span class="k"&gt;RUN &lt;/span&gt;dotnet restore &lt;span class="s2"&gt;"CachingDemo/CachingDemoApi.csproj"&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; . .&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; "/src/CachingDemo"&lt;/span&gt;
&lt;span class="k"&gt;RUN &lt;/span&gt;dotnet build &lt;span class="s2"&gt;"CachingDemoApi.csproj"&lt;/span&gt; &lt;span class="nt"&gt;-c&lt;/span&gt; Release &lt;span class="nt"&gt;-o&lt;/span&gt; /app/build

&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;build&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;AS&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;publish&lt;/span&gt;
&lt;span class="k"&gt;RUN &lt;/span&gt;dotnet publish &lt;span class="s2"&gt;"CachingDemoApi.csproj"&lt;/span&gt; &lt;span class="nt"&gt;-c&lt;/span&gt; Release &lt;span class="nt"&gt;-o&lt;/span&gt; /app/publish /p:UseAppHost&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nb"&gt;false&lt;/span&gt;

&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;base&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;AS&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;final&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; /app&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; --from=publish /app/publish .&lt;/span&gt;
&lt;span class="k"&gt;ENTRYPOINT&lt;/span&gt;&lt;span class="s"&gt; ["dotnet", "CachingDemoApi.dll"]&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;then for YARP project, name this file Dockerfile.YARP&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight docker"&gt;&lt;code&gt;&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;mcr.microsoft.com/dotnet/aspnet:7.0&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;AS&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;base&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; /app&lt;/span&gt;
&lt;span class="k"&gt;EXPOSE&lt;/span&gt;&lt;span class="s"&gt; 80&lt;/span&gt;
&lt;span class="k"&gt;EXPOSE&lt;/span&gt;&lt;span class="s"&gt; 443&lt;/span&gt;

&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;mcr.microsoft.com/dotnet/sdk:7.0&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;AS&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;build&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; /src&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; ["YARP/YARP.csproj", "YARP/"]&lt;/span&gt;
&lt;span class="k"&gt;RUN &lt;/span&gt;dotnet restore &lt;span class="s2"&gt;"YARP/YARP.csproj"&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; . .&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; "/src/YARP"&lt;/span&gt;
&lt;span class="k"&gt;RUN &lt;/span&gt;dotnet build &lt;span class="s2"&gt;"YARP.csproj"&lt;/span&gt; &lt;span class="nt"&gt;-c&lt;/span&gt; Release &lt;span class="nt"&gt;-o&lt;/span&gt; /app/build

&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;build&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;AS&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;publish&lt;/span&gt;
&lt;span class="k"&gt;RUN &lt;/span&gt;dotnet publish &lt;span class="s2"&gt;"YARP.csproj"&lt;/span&gt; &lt;span class="nt"&gt;-c&lt;/span&gt; Release &lt;span class="nt"&gt;-o&lt;/span&gt; /app/publish /p:UseAppHost&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nb"&gt;false&lt;/span&gt;

&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;base&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="k"&gt;AS&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s"&gt;final&lt;/span&gt;
&lt;span class="k"&gt;WORKDIR&lt;/span&gt;&lt;span class="s"&gt; /app&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; --from=publish /app/publish .&lt;/span&gt;
&lt;span class="k"&gt;ENTRYPOINT&lt;/span&gt;&lt;span class="s"&gt; ["dotnet", "YARP.dll"]&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Build the Docker images for the API project and YARP project:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;docker build &lt;span class="nb"&gt;.&lt;/span&gt; &lt;span class="nt"&gt;-t&lt;/span&gt; api
docker build &lt;span class="nb"&gt;.&lt;/span&gt; &lt;span class="nt"&gt;-f&lt;/span&gt; .&lt;span class="se"&gt;\D&lt;/span&gt;ockerfile.YARP &lt;span class="nt"&gt;-t&lt;/span&gt; yarp
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Create a docker-compose.yml file with the following contents:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;version&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s1"&gt;'&lt;/span&gt;&lt;span class="s"&gt;2.1'&lt;/span&gt;
&lt;span class="na"&gt;services&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;api&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;api&lt;/span&gt;
  &lt;span class="na"&gt;api2&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;api&lt;/span&gt;
  &lt;span class="na"&gt;yarp&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;yarp&lt;/span&gt;
    &lt;span class="na"&gt;ports&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;8002:80"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Run Docker Compose to start the instances:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;docker compose up
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;With this setup, Docker Compose will spin up two instances of your API project and one instance of the YARP project, which will forward requests to the API instances.&lt;/p&gt;

&lt;p&gt;Now, let's move on to load testing using NBomber.&lt;/p&gt;

&lt;h4&gt;
  
  
  Load Testing with NBomber
&lt;/h4&gt;

&lt;p&gt;To perform load testing, we'll use the NBomber library. Make sure to add the required NuGet packages for NBomber, GenFu, and any other dependencies.&lt;/p&gt;

&lt;p&gt;Create a new load testing project and add references to YARP and GenFu.&lt;/p&gt;

&lt;p&gt;Configure NBomber in your load testing project as shown below:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;NBomber.CSharp&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;httpClient&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;HttpClient&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;


&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;users&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;GenFu&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;GenFu&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ListOf&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;

&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;scenario&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Scenario&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="s"&gt;"test_api_scenario"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kt"&gt;var&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;users&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;GenFu&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;GenFu&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Random&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Next&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;25&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="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;httpClient&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"http://localhost:8002/search?name=&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="s"&gt;"&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="n"&gt;GenFu&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;GenFu&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Random&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Next&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;30&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;%&lt;/span&gt; &lt;span class="m"&gt;29&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="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;httpClient&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"http://localhost:8002/add?name=&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="s"&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;Response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Ok&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;WithLoadSimulations&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;Simulation&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Inject&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;rate&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;10&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                      &lt;span class="n"&gt;interval&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;TimeSpan&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FromSeconds&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;1&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
                      &lt;span class="n"&gt;during&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;TimeSpan&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FromSeconds&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;30&lt;/span&gt;&lt;span class="p"&gt;)),&lt;/span&gt;
    &lt;span class="n"&gt;Simulation&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Pause&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;during&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;TimeSpan&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FromSeconds&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;5&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;NBomberRunner&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;RegisterScenarios&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;scenario&lt;/span&gt;&lt;span class="p"&gt;)&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="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="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;Name&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&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;In the above code, we define a scenario named "test_api_scenario" that sends HTTP requests to the search endpoint with random names. We also include a conditional request to the add endpoint for every 30th request. The scenario is configured to have an injection rate of 10 requests per second for 30 seconds, followed by a 5-second pause.&lt;/p&gt;

&lt;p&gt;Running this load testing project will generate load on your API instances and test their performance.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--fVmuawUb--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rbio4cod0l1afu1770cq.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--fVmuawUb--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rbio4cod0l1afu1770cq.png" alt="Image description" width="775" height="307"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--Md9D7WZ_--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/0dspi5a152r098as2fsc.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--Md9D7WZ_--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/0dspi5a152r098as2fsc.png" alt="Image description" width="800" height="497"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;our load test creates 10 request per second and usual duration is slightly over 1.5 seconds.&lt;/p&gt;

&lt;h4&gt;
  
  
  Implementing Caching
&lt;/h4&gt;

&lt;p&gt;Now, let's add caching to our project using Redis and in-memory caching.&lt;/p&gt;

&lt;p&gt;Create the following interfaces and classes for caching:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;IGenericCache&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;GetOrSet&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&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;Func&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;getData&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;RemoveItem&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;RedisGenericCache&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IGenericCache&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;IDatabase&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;RedisGenericCache&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ConnectionMultiplexer&lt;/span&gt; &lt;span class="n"&gt;redis&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;redis&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetDatabase&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;GetOrSet&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&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;Func&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;getData&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;cacheData&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&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;StringGetAsync&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="k"&gt;if&lt;/span&gt; &lt;span class="p"&gt;(!&lt;/span&gt;&lt;span class="n"&gt;cacheData&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;HasValue&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="kt"&gt;var&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;await&lt;/span&gt; &lt;span class="nf"&gt;getData&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
            &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;cacheString&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;System&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;Json&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;JsonSerializer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Serialize&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;await&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;StringSetAsync&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;cacheString&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
            &lt;span class="n"&gt;cacheData&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;cacheString&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;System&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;Json&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;JsonSerializer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Deserialize&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;(&lt;/span&gt;&lt;span class="n"&gt;cacheData&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;RemoveItem&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&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;StringGetDeleteAsync&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="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;Create the RedisDataRepository and InMemoryDataRepository implementations:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;RedisDataRepository&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;RedisGenericCache&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;IDataRepository&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;IDataRepository&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;RedisDataRepository&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;ConnectionMultiplexer&lt;/span&gt; &lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;base&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;repository&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IList&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;DataEntity&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;SearchEntities&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&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="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;GetOrSet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"SearchEntities_&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="s"&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;=&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;SearchEntities&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="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;RemoveItem&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"SearchEntities_&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="s"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;repository&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;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;Modify your Program.cs to incorporate the Redis caching:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Cache&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Service&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;Microsoft.AspNetCore.Mvc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;Microsoft.Extensions.Caching.Memory&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;StackExchange.Redis&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;WebApplication&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateBuilder&lt;/span&gt;&lt;span class="p"&gt;(&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;DataRepository&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataService&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;DataService&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;



&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;sp&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;ConnectionMultiplexer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Connect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"redis"&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;RedisGenericCache&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Decorate&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;RedisDataRepository&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;

&lt;span class="kt"&gt;var&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Build&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;MapGet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/search"&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="n"&gt;FromQuery&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="kt"&gt;string&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;IDataService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;SearchEntities&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="nf"&gt;MapGet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/add"&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="n"&gt;FromQuery&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="kt"&gt;string&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;IDataService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;service&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;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="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;In the above code, we register the RedisGenericCache and RedisDataRepository classes as singleton services. We then decorate the IDataRepository service with RedisDataRepository , which provide caching capabilities.&lt;/p&gt;

&lt;p&gt;lets shutdown docker compose and build enw version of our api.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;docker compose down
docker build &lt;span class="nb"&gt;.&lt;/span&gt; &lt;span class="nt"&gt;-t&lt;/span&gt; api
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;create file called redis.conf with content (it will be used later) and in file Dockerfile.redis add&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;notify-keyspace-events AKE
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight docker"&gt;&lt;code&gt;&lt;span class="k"&gt;FROM&lt;/span&gt;&lt;span class="s"&gt; redis&lt;/span&gt;
&lt;span class="k"&gt;COPY&lt;/span&gt;&lt;span class="s"&gt; redis.conf /usr/local/etc/redis/redis.conf&lt;/span&gt;
&lt;span class="k"&gt;CMD&lt;/span&gt;&lt;span class="s"&gt; [ "redis-server", "/usr/local/etc/redis/redis.conf" ]&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;build redis docker file and lets add redis container to our docker compose file&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;docker build &lt;span class="nb"&gt;.&lt;/span&gt; &lt;span class="nt"&gt;-f&lt;/span&gt; .&lt;span class="se"&gt;\D&lt;/span&gt;ockerfile.redis &lt;span class="nt"&gt;-t&lt;/span&gt; myredis
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;version&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s1"&gt;'&lt;/span&gt;&lt;span class="s"&gt;2.1'&lt;/span&gt;
&lt;span class="na"&gt;services&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;redis&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;myredis&lt;/span&gt;
  &lt;span class="na"&gt;api&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;api&lt;/span&gt;
    &lt;span class="na"&gt;depends_on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;redis&lt;/span&gt;
  &lt;span class="na"&gt;api2&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;api&lt;/span&gt;
    &lt;span class="na"&gt;depends_on&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s"&gt;redis&lt;/span&gt;
  &lt;span class="na"&gt;yarp&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
    &lt;span class="na"&gt;image&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;yarp&lt;/span&gt;
    &lt;span class="na"&gt;ports&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;8002:80"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;start our instances and restart the test&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--U5T7kYlU--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rsee50mnycine9lkp1cv.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--U5T7kYlU--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rsee50mnycine9lkp1cv.png" alt="Image description" width="772" height="271"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--d-0Y6MIs--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/cekq2mj41n9e4ipm83j7.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--d-0Y6MIs--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/cekq2mj41n9e4ipm83j7.png" alt="Image description" width="800" height="495"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;wow, but really nobody is surprised that adding caching improves performance greatly.&lt;/p&gt;

&lt;p&gt;However using redis (or any other distributed caching mechanism) in real world scenario would add some network latency and some delay. Can we improve this? Can we add some in memory caching to this existing model?&lt;/p&gt;

&lt;h4&gt;
  
  
  Adding in memory caching
&lt;/h4&gt;

&lt;p&gt;add file InMemoryGenericCache.cs&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;InMemoryGenericCache&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IGenericCache&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;IMemoryCache&lt;/span&gt; &lt;span class="n"&gt;cache&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;InMemoryGenericCache&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;IMemoryCache&lt;/span&gt; &lt;span class="n"&gt;cache&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;cache&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;cache&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;GetOrSet&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&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;Func&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;T&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;getData&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="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;cache&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetOrCreateAsync&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="k"&gt;async&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="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;getData&lt;/span&gt;&lt;span class="p"&gt;());&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;RemoveItem&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;cache&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Remove&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="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;and file InMemoryDataRepository.cs&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;InMemoryDataRepository&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;InMemoryGenericCache&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;IDataRepository&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;IDataRepository&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;InMemoryDataRepository&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;IMemoryCache&lt;/span&gt; &lt;span class="n"&gt;cache&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;base&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;cache&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;repository&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;RemoveItem&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"SearchEntities_&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="s"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;repository&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;name&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IList&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;DataEntity&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;SearchEntities&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;name&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="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;GetOrSet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"SearchEntities_&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="s"&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;=&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;repository&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;SearchEntities&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="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;but wait, what will happen if data in redis cache is invalidated and in memory data is not cleared (on second pod or instance)?&lt;/p&gt;

&lt;p&gt;lets use redis subscription to notify subscribers about deleting keys from redis.&lt;/p&gt;

&lt;p&gt;add&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;IRedisSubscriber&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;OnItemRemoved&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;


&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;RedisSubscriber&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IRedisSubscriber&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;InMemoryGenericCache&lt;/span&gt; &lt;span class="n"&gt;inMemoryGenericCache&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;ILogger&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;RedisSubscriber&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;RedisSubscriber&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;InMemoryGenericCache&lt;/span&gt; &lt;span class="n"&gt;inMemoryGenericCache&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="n"&gt;ILogger&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;RedisSubscriber&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;logger&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;inMemoryGenericCache&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;inMemoryGenericCache&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;OnItemRemoved&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;LogInformation&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"redis key deleted &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="s"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;inMemoryGenericCache&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;RemoveItem&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="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;RedisSubscriberNotificationService&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;BackgroundService&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;IEnumerable&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IRedisSubscriber&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;subscribers&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;readonly&lt;/span&gt; &lt;span class="n"&gt;ConnectionMultiplexer&lt;/span&gt; &lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;RedisSubscriberNotificationService&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;IEnumerable&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IRedisSubscriber&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;subscribers&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;ConnectionMultiplexer&lt;/span&gt; &lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;redis&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;subscribers&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;subscribers&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;protected&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;override&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;ExecuteAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;CancellationToken&lt;/span&gt; &lt;span class="n"&gt;stoppingToken&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="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;subscribers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Any&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
        &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;sub&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetSubscriber&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
            &lt;span class="n"&gt;sub&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Subscribe&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"__keyevent@0__:del"&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="n"&gt;c&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;m&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
            &lt;span class="p"&gt;{&lt;/span&gt;
                &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WhenAll&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;subscribers&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Select&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;subscriber&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;subscriber&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;OnItemRemoved&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;m&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;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;by doing this we will be notified when redis key is removed and we can use this moment to clear same value from in memory cache.&lt;/p&gt;

&lt;p&gt;modify Program.cs to incorporate new in memory caching&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Cache&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Repository&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;CachingDemo.Service&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;Microsoft.AspNetCore.Mvc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;Microsoft.Extensions.Caching.Memory&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;StackExchange.Redis&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;WebApplication&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateBuilder&lt;/span&gt;&lt;span class="p"&gt;(&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;DataRepository&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddScoped&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataService&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;DataService&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;



&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;sp&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;ConnectionMultiplexer&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Connect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"redis"&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;RedisGenericCache&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Decorate&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;RedisDataRepository&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;




&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IMemoryCache&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;MemoryCache&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;InMemoryGenericCache&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Decorate&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IDataRepository&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;InMemoryDataRepository&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;

&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddHostedService&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;RedisSubscriberNotificationService&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IRedisSubscriber&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;RedisSubscriber&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;


&lt;span class="kt"&gt;var&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Build&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;MapGet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/search"&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="n"&gt;FromQuery&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="kt"&gt;string&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;IDataService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;SearchEntities&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="nf"&gt;MapGet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/add"&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="n"&gt;FromQuery&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="kt"&gt;string&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;IDataService&lt;/span&gt; &lt;span class="n"&gt;service&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;service&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;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="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;lets build our api image again and run the tests&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;docker compose down
docker build &lt;span class="nb"&gt;.&lt;/span&gt; &lt;span class="nt"&gt;-t&lt;/span&gt; api
docker compose up
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;lets review results&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--dNqxPKG8--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/yuy1nmam37coskcizh5n.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--dNqxPKG8--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/yuy1nmam37coskcizh5n.png" alt="Image description" width="775" height="286"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--wLw0WzTa--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/r0rgi9egvovmfs5uclrh.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--wLw0WzTa--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_800/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/r0rgi9egvovmfs5uclrh.png" alt="Image description" width="800" height="494"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;wow, we have great results , using both of caching mechanisms, in memory for speed, redis for durability and distribution and we are still able to return correct results.&lt;/p&gt;

&lt;p&gt;entire code shown here can be found &lt;a href="https://github.com/dejandjenic/CachingDemo"&gt;https://github.com/dejandjenic/CachingDemo&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;originally published at &lt;a href="https://www.dejandjenic.com/blogs/caching-exploration-in-dotnet.html"&gt;https://www.dejandjenic.com/blogs/caching-exploration-in-dotnet.html&lt;/a&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Building Responsive Apps, A Guide to SignalR Integration with Azure</title>
      <dc:creator>dejandjenic</dc:creator>
      <pubDate>Fri, 01 Dec 2023 08:14:00 +0000</pubDate>
      <link>https://dev.to/dejandjenic/building-responsive-apps-a-guide-to-signalr-integration-with-azure-5h2a</link>
      <guid>https://dev.to/dejandjenic/building-responsive-apps-a-guide-to-signalr-integration-with-azure-5h2a</guid>
      <description>&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;SignalR is an impressive library and service from Microsoft designed for real-time applications.&lt;/p&gt;

&lt;p&gt;In this example, we'll explore how the SignalR library can be integrated with Azure's hosted SignalR service. To begin, create a .NET 8 Web API project using the .NET 8 SDK.&lt;/p&gt;

&lt;p&gt;When using Azure-hosted SignalR, the workflow should follow these steps:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;The client connects to the server application to obtain the SignalR endpoint (hosted on Azure) and an access token.&lt;/li&gt;
&lt;li&gt;The SignalR library connects to the Azure Negotiate endpoint using the provided access token.&lt;/li&gt;
&lt;li&gt;Once connected, communication between the client and server is enabled.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;

&lt;p&gt;Let's dive into the coding process.&lt;/p&gt;

&lt;p&gt;First, create a configuration class named &lt;code&gt;AppSettings&lt;/code&gt; to hold our configuration details:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;AppSettings&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;AzureSignalREndpoint&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&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;Next, define an interface for IHubContextStore:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;interface&lt;/span&gt; &lt;span class="nc"&gt;IHubContextStore&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="n"&gt;ServiceHubContext&lt;/span&gt; &lt;span class="n"&gt;ChatHubContext&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&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;Now, implement the SignalRService class:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;AzureSignalR&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;Microsoft.Azure.SignalR.Management&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;SignalRService&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;AppSettings&lt;/span&gt; &lt;span class="n"&gt;configuration&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;ILoggerFactory&lt;/span&gt; &lt;span class="n"&gt;loggerFactory&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IHostedService&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;IHubContextStore&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;const&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;ChatHub&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"Chat"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="n"&gt;ServiceHubContext&lt;/span&gt; &lt;span class="n"&gt;ChatHubContext&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;set&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="n"&gt;IHostedService&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;StartAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;CancellationToken&lt;/span&gt; &lt;span class="n"&gt;cancellationToken&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;var&lt;/span&gt; &lt;span class="n"&gt;serviceManager&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;ServiceManagerBuilder&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
            &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WithOptions&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;o&lt;/span&gt;&lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;&lt;span class="n"&gt;o&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ConnectionString&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;configuration&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AzureSignalREndpoint&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WithLoggerFactory&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;loggerFactory&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
            &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;BuildServiceManager&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
        &lt;span class="n"&gt;ChatHubContext&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;serviceManager&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateHubContextAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ChatHub&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;cancellationToken&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="n"&gt;IHostedService&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;StopAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;CancellationToken&lt;/span&gt; &lt;span class="n"&gt;cancellationToken&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;Task&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WhenAll&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;Dispose&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ChatHubContext&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Dispose&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ServiceHubContext&lt;/span&gt; &lt;span class="n"&gt;hubContext&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="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;hubContext&lt;/span&gt; &lt;span class="p"&gt;==&lt;/span&gt; &lt;span class="k"&gt;null&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;Task&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;CompletedTask&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;hubContext&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;DisposeAsync&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;and finally our Program.cs&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;AzureSignalR&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;Microsoft.AspNetCore.Mvc&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;WebApplication&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;CreateBuilder&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;args&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;config&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Configuration&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetSection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"AppSettings"&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;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;AppSettings&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSingleton&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="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddEndpointsApiExplorer&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSwaggerGen&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddCors&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;=&amp;gt;&lt;/span&gt; 
    &lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddDefaultPolicy&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;p&lt;/span&gt;&lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
        &lt;span class="n"&gt;p&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AllowAnyHeader&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;AllowAnyMethod&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;AllowAnyOrigin&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddSignalR&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;AddAzureSignalR&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;options&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ConnectionString&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="n"&gt;AzureSignalREndpoint&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;

&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;SignalRService&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;()&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddHostedService&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;sp&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;sp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;GetService&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;SignalRService&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;())&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AddSingleton&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IHubContextStore&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;(&lt;/span&gt;&lt;span class="n"&gt;sp&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;sp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;GetService&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;SignalRService&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;());&lt;/span&gt;

&lt;span class="kt"&gt;var&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;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Build&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;UseCors&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="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Environment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;IsDevelopment&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;UseSwagger&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;UseSwaggerUI&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;UseHttpsRedirection&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;MapGet&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"/login"&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="n"&gt;FromServices&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="n"&gt;IHubContextStore&lt;/span&gt; &lt;span class="n"&gt;store&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;negotiateResponse&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;store&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ChatHubContext&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;NegotiateAsync&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;negotiateResponse&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;UseAzureSignalR&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;routes&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;routes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;MapHub&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;Chat&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;(&lt;/span&gt;&lt;span class="s"&gt;"/chat"&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;Run&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

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

&lt;/div&gt;



&lt;p&gt;This Program.cs file performs the following key tasks:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Configuration Setup: Retrieves the configuration settings from the AppSettings class.&lt;/li&gt;
&lt;li&gt;Swagger Support: Adds support for Swagger to document and test the API endpoints.&lt;/li&gt;
&lt;li&gt;CORS Configuration: Enables Cross-Origin Resource Sharing (CORS) to allow communication between different origins.&lt;/li&gt;
&lt;li&gt;SignalR Registration: Registers SignalR services and configures them to use the Azure SignalR endpoint.&lt;/li&gt;
&lt;li&gt;SignalR Service Registration: Registers the SignalRService class as a singleton and hosted service, making it available for the application's lifetime.&lt;/li&gt;
&lt;li&gt;Azure SignalR Usage: Configures the application to use Azure SignalR with specified hub routes.&lt;/li&gt;
&lt;li&gt;/login Endpoint: Defines an endpoint to negotiate and obtain the SignalR configuration (URL and access token) for the client.&lt;/li&gt;
&lt;li&gt;Application Run: Starts the application.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;This Program.cs file acts as the entry point for the application, orchestrating the setup and configuration of various services, including SignalR integration with Azure.&lt;/p&gt;

&lt;p&gt;For the client side, create an HTML file with the following content:&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="nt"&gt;&amp;lt;html&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;style&amp;gt;&lt;/span&gt;
        &lt;span class="nf"&gt;#messages&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="nl"&gt;list-style&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="nf"&gt;#messages&lt;/span&gt; &lt;span class="nt"&gt;li&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;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;

        &lt;span class="nf"&gt;#messages&lt;/span&gt; &lt;span class="nc"&gt;.user&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;#e1fce8&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;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;

        &lt;span class="nf"&gt;#messages&lt;/span&gt; &lt;span class="nc"&gt;.system&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;right&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;#e1f0fc&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;10px&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;/style&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;"https://cdnjs.cloudflare.com/ajax/libs/microsoft-signalr/6.0.1/signalr.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;script &lt;/span&gt;&lt;span class="na"&gt;src=&lt;/span&gt;&lt;span class="s"&gt;"./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;ul&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"messages"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&amp;lt;/ul&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;textarea&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"text"&lt;/span&gt; &lt;span class="na"&gt;rows=&lt;/span&gt;&lt;span class="s"&gt;"10"&lt;/span&gt; &lt;span class="na"&gt;cols=&lt;/span&gt;&lt;span class="s"&gt;"50"&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;br&amp;gt;&lt;/span&gt;
    &lt;span class="nt"&gt;&amp;lt;button&lt;/span&gt; &lt;span class="na"&gt;id=&lt;/span&gt;&lt;span class="s"&gt;"btn"&lt;/span&gt;&lt;span class="nt"&gt;&amp;gt;&lt;/span&gt;
        Send
    &lt;span class="nt"&gt;&amp;lt;/button&amp;gt;&lt;/span&gt;

    &lt;span class="nt"&gt;&amp;lt;script&amp;gt;&lt;/span&gt;
        &lt;span class="nf"&gt;init&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;Create a JavaScript file named index.js with the following content:&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;function&lt;/span&gt; &lt;span class="nf"&gt;ajax&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;method&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;cb&lt;/span&gt;&lt;span class="p"&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;xmlhttp&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;XMLHttpRequest&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

  &lt;span class="nx"&gt;xmlhttp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;onreadystatechange&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;function &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="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;xmlhttp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;readyState&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="nx"&gt;XMLHttpRequest&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;DONE&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="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;xmlhttp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;status&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="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;cb&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="nx"&gt;JSON&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;parse&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;xmlhttp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;responseText&lt;/span&gt;&lt;span class="p"&gt;));&lt;/span&gt;
      &lt;span class="p"&gt;}&lt;/span&gt;
      &lt;span class="nf"&gt;cb&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;xmlhttp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;status&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&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;span class="nx"&gt;xmlhttp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;open&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;method&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="kc"&gt;true&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="nx"&gt;xmlhttp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;send&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;addtext&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="nx"&gt;cls&lt;/span&gt;&lt;span class="p"&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;li&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;createElement&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;li&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;text&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;createTextNode&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="nx"&gt;li&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;appendChild&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="nx"&gt;li&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;classList&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nx"&gt;cls&lt;/span&gt;&lt;span class="p"&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;messages&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;appendChild&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;li&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;bindConnectionMessage&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;connection&lt;/span&gt;&lt;span class="p"&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;messageCallback&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;function &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;span class="nx"&gt;message&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="p"&gt;(&lt;/span&gt;&lt;span class="o"&gt;!&lt;/span&gt;&lt;span class="nx"&gt;message&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="nf"&gt;addtext&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="s2"&gt;system&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;connection&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;on&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;echo&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;messageCallback&lt;/span&gt;&lt;span class="p"&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;connection&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;connect&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;token&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="nx"&gt;connection&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nx"&gt;signalR&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;HubConnectionBuilder&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;withUrl&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="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;accessTokenFactory&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="nx"&gt;token&lt;/span&gt; &lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;build&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

  &lt;span class="nf"&gt;bindConnectionMessage&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;connection&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="nx"&gt;connection&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;start&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="nf"&gt;function &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;error&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;error&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;error&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="p"&gt;});&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="nf"&gt;ajax&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;GET&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;http://localhost:5065/login&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nf"&gt;function &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;err&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="p"&gt;{&lt;/span&gt;
  &lt;span class="nf"&gt;connect&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;span class="nx"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;accessToken&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;init&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&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;btn&lt;/span&gt;&lt;span class="dl"&gt;"&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="k"&gt;async &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="o"&gt;=&amp;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="kd"&gt;var&lt;/span&gt; &lt;span class="nx"&gt;message&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;text&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="nf"&gt;addtext&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="s2"&gt;user&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&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;text&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="o"&gt;=&lt;/span&gt; &lt;span class="dl"&gt;""&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
      &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;connection&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;invoke&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;echo&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;user&lt;/span&gt;&lt;span class="dl"&gt;"&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="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;err&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;error&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;err&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 simple client is sufficient for testing our Azure SignalR instance. When both the server and client are running, the result should resemble the image below:&lt;/p&gt;

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

&lt;p&gt;In conclusion, leveraging SignalR in conjunction with Azure's hosted SignalR service empowers developers to create dynamic, real-time applications with ease. The seamless integration of SignalR into the Azure environment streamlines the process of building responsive and interactive applications that can handle communication between clients and servers in real-time.&lt;/p&gt;

&lt;p&gt;Throughout this article, we've covered the essential steps, from project setup and configuration to the implementation of SignalR services. The code examples provided demonstrate how to connect clients to the Azure SignalR service, facilitating instant communication and collaboration.&lt;/p&gt;

&lt;p&gt;By adopting this approach, developers can harness the power of SignalR to enhance user experiences, making applications more engaging and responsive. Whether you're building a chat application, live updates for a dashboard, or any other real-time feature, SignalR on Azure proves to be a robust solution.&lt;/p&gt;

&lt;p&gt;As you embark on your real-time application development journey, keep in mind the flexibility and scalability that Azure SignalR brings to the table. Consider exploring additional Azure services to complement your real-time solutions and meet the specific needs of your application.&lt;/p&gt;

&lt;p&gt;In summary, SignalR on Azure opens up a realm of possibilities for developers looking to create modern, responsive applications that thrive in the world of real-time communication.&lt;/p&gt;

&lt;p&gt;sample code can be found here: &lt;a href="https://github.com/dejandjenic/AzureSignalR"&gt;https://github.com/dejandjenic/AzureSignalR&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;originally published at &lt;a href="https://www.dejandjenic.com/blogs/azure-signalr.html"&gt;https://www.dejandjenic.com/blogs/azure-signalr.html&lt;/a&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Simplifying Workflow Management with the XWorkflows Library</title>
      <dc:creator>dejandjenic</dc:creator>
      <pubDate>Sun, 19 Nov 2023 17:20:10 +0000</pubDate>
      <link>https://dev.to/dejandjenic/simplifying-workflow-management-with-the-xworkflows-library-53dd</link>
      <guid>https://dev.to/dejandjenic/simplifying-workflow-management-with-the-xworkflows-library-53dd</guid>
      <description>&lt;h1&gt;
  
  
  Simplifying Workflow Management with the XWorkflows Library
&lt;/h1&gt;

&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Managing complex workflows within software applications can quickly become a challenge, especially when dealing with multiple states, actions, and entities. Navigating the intricacies of transitioning between these states while ensuring data integrity can lead to spaghetti code and maintenance headaches. Fortunately, the XWorkflows library emerges as a powerful tool to address these concerns, offering an elegant and efficient solution for managing workflow behavior.&lt;/p&gt;

&lt;h2&gt;
  
  
  Installation
&lt;/h2&gt;

&lt;p&gt;Before we dive into the details, let's get started with the installation process. The XWorkflows library is conveniently available on NuGet, making it effortless to integrate into your projects. To install the library, follow these simple steps:&lt;/p&gt;

&lt;p&gt;Open your NuGet Package Manager Console.&lt;/p&gt;

&lt;p&gt;Run 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;Install-Package XWorkflows
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The library and its dependencies will be fetched and installed into your project.&lt;/p&gt;

&lt;p&gt;With the XWorkflows library in your toolkit, you're ready to explore how it simplifies and enhances workflow management within your software applications.&lt;/p&gt;

&lt;h2&gt;
  
  
  Basic Concepts
&lt;/h2&gt;

&lt;p&gt;At the heart of the XWorkflows library lie several fundamental concepts that form the building blocks of effective workflow management. Let's briefly explore these concepts before diving into practical implementation:&lt;/p&gt;

&lt;p&gt;Workflow Entities: These are the subjects of your workflows, entities that undergo state transitions based on actions. The library provides a framework to manage the state changes of these entities gracefully.&lt;/p&gt;

&lt;p&gt;Workflow Actions: Actions encapsulate specific tasks that can be executed on entities. They define the logic associated with each transition and can lead to changes in the entity's state.&lt;/p&gt;

&lt;p&gt;Workflow Events: Events are triggered upon successful action execution. They allow for additional tasks such as logging, notifications, and post-action execution logic.&lt;/p&gt;

&lt;p&gt;Workflow States: States represent the various stages an entity can go through. Each state defines the actions that can be performed from it, encapsulating the logic for transitioning.&lt;/p&gt;

&lt;p&gt;Workflow: A workflow brings all these pieces together, organizing and orchestrating the execution of actions and managing the state transitions of entities.&lt;/p&gt;

&lt;p&gt;With these core concepts in mind, let's delve into how to implement and utilize the XWorkflows library to achieve effective workflow management in your applications.&lt;/p&gt;

&lt;p&gt;In the following sections, we'll guide you through the process of setting up workflows, defining actions and states, handling errors, and exploring advanced features that allow for tailored customization and efficient workflow management. Let's get started!&lt;/p&gt;

&lt;h1&gt;
  
  
  Getting Started
&lt;/h1&gt;

&lt;p&gt;Now that we have a foundational understanding of the core concepts of the XWorkflows library, let's dive into getting started with practical implementation.&lt;/p&gt;

&lt;h2&gt;
  
  
  Defining Entities
&lt;/h2&gt;

&lt;p&gt;Entities are at the center of your workflow management. They represent the objects that undergo state transitions as actions are executed. To define an entity that can be managed by XWorkflows, you'll need to create a class that implements the IWorkflowStateEntity interface. This interface provides the necessary methods to retrieve and update the entity's state.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrderEntity&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;IWorkflowStateEntity&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;State&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;Identifier&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="n"&gt;State&lt;/span&gt; &lt;span class="n"&gt;State&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;GetIdentifier&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;Identifier&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;State&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;GetState&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;State&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;SetState&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;State&lt;/span&gt; &lt;span class="n"&gt;state&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;identifier&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;State&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;state&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;h2&gt;
  
  
  Creating Actions
&lt;/h2&gt;

&lt;p&gt;Actions define the specific tasks that can be executed within a workflow. They encapsulate the logic associated with state transitions and can be triggered by external events or triggers. To create a custom action, you'll need to inherit from the WorkflowAction class provided by the library.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;SubmitOrderAction&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;WorkflowAction&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;OrderWorkflow&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;SubmitOrderEvent&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CreatedState&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;OrderEntity&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;State&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;SubmitOrderActionRequest&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;SubmitOrderActionRequest&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;bool&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="nf"&gt;SubmitOrderAction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;CreatedState&lt;/span&gt; &lt;span class="n"&gt;state&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;SubmitOrderEvent&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;base&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;state&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="p"&gt;{&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;override&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;(&lt;/span&gt;&lt;span class="n"&gt;WorkflowActionResult&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="kt"&gt;bool&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;,&lt;/span&gt; &lt;span class="n"&gt;SubmitOrderActionRequest&lt;/span&gt;&lt;span class="p"&gt;)&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;Execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;OrderEntity&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;SubmitOrderActionRequest&lt;/span&gt; &lt;span class="n"&gt;p&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CancellationToken&lt;/span&gt; &lt;span class="n"&gt;cancellationToken&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="c1"&gt;// Custom logic for submitting an order&lt;/span&gt;
        &lt;span class="c1"&gt;// Transition the entity's state and perform necessary tasks&lt;/span&gt;

        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;WorkflowActionResult&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="kt"&gt;bool&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;.&lt;/span&gt;&lt;span class="nf"&gt;Succeeded&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;true&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;p&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;h2&gt;
  
  
  Creating Events
&lt;/h2&gt;

&lt;p&gt;Events provide the opportunity to perform tasks after an action is successfully executed. They can include tasks such as logging, sending notifications, or updating related data. To create an event, implement the IWorkflowEvent interface or derive from the WorkflowEvent class.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;SubmitOrderEvent&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;WorkflowEvent&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;OrderWorkflow&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CreatedState&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;OrderEntity&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;State&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;override&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt; &lt;span class="nf"&gt;Execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;OrderEntity&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;CancellationToken&lt;/span&gt; &lt;span class="n"&gt;cancellationToken&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="c1"&gt;// Perform post-action tasks like logging or notifications&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;In the next sections of this article, we will cover more advanced topics such as error handling, managing multiple workflows, and customizing action/event execution. We will also provide practical examples showcasing how the XWorkflows library can be applied to real-world scenarios to simplify workflow management.&lt;/p&gt;

&lt;h1&gt;
  
  
  Part 2: Advanced Features and Practical Examples
&lt;/h1&gt;

&lt;p&gt;Welcome to Part 2 of our article on simplifying workflow management with the XWorkflows library. In this section, we will explore more advanced features and delve into practical examples to demonstrate the versatility and power of the library.&lt;/p&gt;

&lt;h2&gt;
  
  
  Error Handling
&lt;/h2&gt;

&lt;p&gt;As any software system grows, handling errors becomes crucial. In the XWorkflows library, error handling is well-integrated to ensure smooth workflow execution even in the face of unexpected situations. The library provides mechanisms to handle invalid state transitions and exceptions during action execution.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;try&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="c1"&gt;// Execute an action within a workflow&lt;/span&gt;
    &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;actionRequest&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;CustomActionRequest&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="cm"&gt;/* Request data */&lt;/span&gt; &lt;span class="p"&gt;};&lt;/span&gt;
    &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;result&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;workflow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ExecuteAction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;entity&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;actionRequest&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="n"&gt;WorkflowException&lt;/span&gt; &lt;span class="n"&gt;ex&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="c1"&gt;// Handle the exception&lt;/span&gt;
    &lt;span class="n"&gt;Console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;WriteLine&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"Workflow Error: &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="n"&gt;ex&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="s"&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;h2&gt;
  
  
  Managing Multiple Workflows
&lt;/h2&gt;

&lt;p&gt;In real-world applications, managing workflows for different entities is common. The XWorkflows library excels in this area, allowing you to define and manage separate workflows with their own states and actions.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;orderWorkflow&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;OrderWorkflow&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;actionsForOrder&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;taskWorkflow&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;TaskWorkflow&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;actionsForTask&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="c1"&gt;// Execute actions within respective workflows&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;orderWorkflow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ExecuteAction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;orderEntity&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;submitOrderRequest&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;taskWorkflow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ExecuteAction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;taskEntity&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;updateStatusRequest&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Customizing Action and Event Execution
&lt;/h2&gt;

&lt;p&gt;The flexibility of the XWorkflows library extends to customizing the execution of actions and events. You can override methods within action and event classes to inject custom logic before and after execution.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;CustomAction&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;WorkflowAction&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;MyWorkflow&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;MyEvent&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;MyState&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;MyEntity&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;State&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CustomRequest&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CustomRequest&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;bool&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;protected&lt;/span&gt; &lt;span class="nf"&gt;CustomAction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;MyState&lt;/span&gt; &lt;span class="n"&gt;state&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;MyEvent&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;base&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;state&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="p"&gt;{&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;override&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;(&lt;/span&gt;&lt;span class="n"&gt;WorkflowActionResult&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="kt"&gt;bool&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;,&lt;/span&gt; &lt;span class="n"&gt;CustomRequest&lt;/span&gt;&lt;span class="p"&gt;)&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;Execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;MyEntity&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;CustomRequest&lt;/span&gt; &lt;span class="n"&gt;p&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;CancellationToken&lt;/span&gt; &lt;span class="n"&gt;cancellationToken&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="c1"&gt;// Custom pre-execution logic&lt;/span&gt;
        &lt;span class="nf"&gt;Log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Executing CustomAction..."&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

        &lt;span class="kt"&gt;var&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;await&lt;/span&gt; &lt;span class="k"&gt;base&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Execute&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;p&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;cancellationToken&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

        &lt;span class="c1"&gt;// Custom post-execution logic&lt;/span&gt;
        &lt;span class="nf"&gt;Log&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"CustomAction executed successfully!"&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;result&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;h2&gt;
  
  
  Practical Examples
&lt;/h2&gt;

&lt;p&gt;In this part of the article, we'll provide practical examples showcasing the XWorkflows library in action:&lt;/p&gt;

&lt;p&gt;Order Processing Workflow: We'll demonstrate how to implement a complete order processing workflow using XWorkflows. This example will cover the submission, cancellation, and delivery of orders, each with their respective actions and events.&lt;/p&gt;

&lt;p&gt;Task Management Workflow: We'll dive into creating a workflow for managing tasks. This example will guide you through the definition of states, actions, and events to handle task status updates, completions, and cancellations.&lt;/p&gt;

&lt;p&gt;Approval Workflow: This example will showcase an approval workflow for managing document approval processes. We'll cover submitting documents for approval, approving/rejecting them, and leveraging events for notifications.&lt;/p&gt;

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

&lt;p&gt;In this section, we've explored advanced features of the XWorkflows library that empower developers to handle error scenarios, manage multiple workflows, and customize action/event execution. We've also introduced practical examples that highlight the versatility and practicality of the library in real-world scenarios.&lt;/p&gt;

&lt;p&gt;By harnessing the power of the XWorkflows library, developers can simplify and streamline complex workflow management, leading to more maintainable, organized, and efficient software applications.&lt;/p&gt;

&lt;h1&gt;
  
  
  Part 3: Practical Examples
&lt;/h1&gt;

&lt;p&gt;Welcome to Part 3 of our article on simplifying workflow management with the XWorkflows library. In this section, we will dive into practical examples that demonstrate the library's capabilities in real-world scenarios.&lt;/p&gt;

&lt;h2&gt;
  
  
  Example 1: Order Processing Workflow
&lt;/h2&gt;

&lt;p&gt;In this example, we'll walk you through the implementation of an order processing workflow using the XWorkflows library.&lt;/p&gt;

&lt;p&gt;Scenario&lt;br&gt;
Consider an e-commerce platform where orders transition through different states: "Created," "Submitted," "Delivered," and "Canceled." We will create actions for submitting, canceling, and delivering orders, along with events for logging and notifications.&lt;/p&gt;

&lt;p&gt;Implementation&lt;br&gt;
Define the Order Entity:&lt;/p&gt;

&lt;p&gt;Create a class OrderEntity that implements IWorkflowStateEntity. This class will hold the order's identifier and state.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define the OrderEntity class&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Create Actions and Events:&lt;/p&gt;

&lt;p&gt;Define actions for submitting, canceling, and delivering orders. Create corresponding events for each action to handle post-action tasks.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define actions and events&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Define States:&lt;/p&gt;

&lt;p&gt;Create classes for each order state, inheriting from WorkflowStateBase. Define the allowed transitions for each state.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define states&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Create the OrderWorkflow:&lt;/p&gt;

&lt;p&gt;Define the OrderWorkflow class, registering the actions and states.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Create the OrderWorkflow class&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Execute Workflow Actions:&lt;/p&gt;

&lt;p&gt;Instantiate the OrderEntity and execute actions within the workflow.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Instantiate OrderEntity&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;order&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;OrderEntity&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="cm"&gt;/* Initialize properties */&lt;/span&gt; &lt;span class="p"&gt;};&lt;/span&gt;

&lt;span class="c1"&gt;// Execute actions within the workflow&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;submitRequest&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;SubmitOrderActionRequest&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="cm"&gt;/* Request data */&lt;/span&gt; &lt;span class="p"&gt;};&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;submitResult&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;submitResponse&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;orderWorkflow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ExecuteAction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;order&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;submitRequest&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Example 2: Task Management Workflow
&lt;/h2&gt;

&lt;p&gt;In this example, we'll guide you through the implementation of a task management workflow using the XWorkflows library.&lt;/p&gt;

&lt;p&gt;Scenario&lt;br&gt;
Imagine a task management application where tasks transition through states: "Open," "In Progress," "Completed," and "Canceled." We'll define actions for updating task status, marking tasks as completed, and canceling tasks.&lt;/p&gt;

&lt;p&gt;Implementation&lt;br&gt;
Define the Task Entity:&lt;/p&gt;

&lt;p&gt;Create a class TaskEntity that implements IWorkflowStateEntity. This class will store the task's identifier and state.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define the TaskEntity class&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Create Actions and Events:&lt;/p&gt;

&lt;p&gt;Define actions for updating task status, completing tasks, and canceling tasks. Implement corresponding events for post-action tasks.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define actions and events&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Define States:&lt;/p&gt;

&lt;p&gt;Create classes for each task state, inheriting from WorkflowStateBase. Specify allowed transitions for each state.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define states&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Create the TaskWorkflow:&lt;/p&gt;

&lt;p&gt;Define the TaskWorkflow class, registering actions and states.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Create the TaskWorkflow class&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Execute Workflow Actions:&lt;/p&gt;

&lt;p&gt;Instantiate the TaskEntity and execute actions within the workflow.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Instantiate TaskEntity&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;task&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;TaskEntity&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="cm"&gt;/* Initialize properties */&lt;/span&gt; &lt;span class="p"&gt;};&lt;/span&gt;

&lt;span class="c1"&gt;// Execute actions within the workflow&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;updateStatusRequest&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;UpdateTaskStatusActionRequest&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="cm"&gt;/* Request data */&lt;/span&gt; &lt;span class="p"&gt;};&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;updateStatusResult&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;updateStatusResponse&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;taskWorkflow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ExecuteAction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;task&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;updateStatusRequest&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Example 3: Approval Workflow
&lt;/h2&gt;

&lt;p&gt;In our final example, we'll showcase the XWorkflows library's application in an approval workflow scenario.&lt;/p&gt;

&lt;p&gt;Scenario&lt;br&gt;
Consider a document approval process with states: "Draft," "Pending Approval," "Approved," and "Rejected." We'll create actions for submitting documents, approving/rejecting them, and events for notifications.&lt;/p&gt;

&lt;p&gt;Implementation&lt;br&gt;
Define the Document Entity:&lt;/p&gt;

&lt;p&gt;Create a class DocumentEntity implementing IWorkflowStateEntity. This class will hold the document's identifier and state.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define the DocumentEntity class&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Create Actions and Events:&lt;/p&gt;

&lt;p&gt;Define actions for submitting documents, approving them, and rejecting them. Create corresponding events for notifications.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define actions and events&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Define States:&lt;/p&gt;

&lt;p&gt;Create classes for each document state, inheriting from WorkflowStateBase. Specify allowed transitions.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Define states&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Create the ApprovalWorkflow:&lt;/p&gt;

&lt;p&gt;Define the ApprovalWorkflow class, registering actions and states.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Create the ApprovalWorkflow class&lt;/span&gt;
&lt;span class="c1"&gt;// https://github.com/dejandjenic/XWorkflows.Examples&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Execute Workflow Actions:&lt;/p&gt;

&lt;p&gt;Instantiate the DocumentEntity and execute actions within the workflow.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Instantiate DocumentEntity&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;document&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;DocumentEntity&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="cm"&gt;/* Initialize properties */&lt;/span&gt; &lt;span class="p"&gt;};&lt;/span&gt;

&lt;span class="c1"&gt;// Execute actions within the workflow&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;submitRequest&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="n"&gt;SubmitForApprovalActionRequest&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="cm"&gt;/* Request data */&lt;/span&gt; &lt;span class="p"&gt;};&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;submitResult&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;submitResponse&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;approvalWorkflow&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ExecuteAction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;document&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;submitRequest&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



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

&lt;p&gt;In this section, we've explored practical examples that demonstrate how the XWorkflows library can be applied to real-world scenarios. Through the order processing, task management, and approval workflow examples, we've showcased the library's versatility and power in simplifying workflow management within software applications.&lt;/p&gt;

&lt;p&gt;By following these examples and harnessing the capabilities of the XWorkflows library, developers can efficiently manage complex workflows, ensure data integrity, and achieve organized and maintainable software systems.&lt;/p&gt;

&lt;p&gt;References and Resources&lt;/p&gt;

&lt;p&gt;XWorkflows Examples GitHub Repository: &lt;a href="https://github.com/dejandjenic/XWorkflows.Examples"&gt;https://github.com/dejandjenic/XWorkflows.Examples&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;NuGet Package: XWorkflows&lt;/p&gt;

&lt;p&gt;Originally published at &lt;a href="https://www.dejandjenic.com/blogs/workflow-management.html"&gt;https://www.dejandjenic.com/blogs/workflow-management.html&lt;/a&gt;&lt;/p&gt;

</description>
      <category>dotnet</category>
      <category>dotnetcore</category>
      <category>workflows</category>
    </item>
  </channel>
</rss>
