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    <title>DEV Community: Ayoub Oudmane</title>
    <description>The latest articles on DEV Community by Ayoub Oudmane (@oudmane).</description>
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    <item>
      <title>Multiple databases in Big Data projects</title>
      <dc:creator>Ayoub Oudmane</dc:creator>
      <pubDate>Sun, 23 Jun 2019 22:59:13 +0000</pubDate>
      <link>https://dev.to/oudmane/multiple-databases-in-bigdata-projects-52n4</link>
      <guid>https://dev.to/oudmane/multiple-databases-in-bigdata-projects-52n4</guid>
      <description>&lt;p&gt;I worked in multiple NodeJS projects that had to be connected to multiple databases and softwares at the same time. Every time I start a new project, I first need to write the code that configures clients of databases (MongoDB, ElasticSearch, Redis...), make sure it connected successfully and then move on to what I want to do.&lt;/p&gt;

&lt;h2&gt;
  
  
  The problem
&lt;/h2&gt;

&lt;p&gt;The problem is that every client has it's own way to configure a client/connection, plus it's own way of checking if the connection was successful or not.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://www.npmjs.com/package/mongodb"&gt;&lt;code&gt;mongodb&lt;/code&gt;&lt;/a&gt; you check with a callback(error, client) (supports Promises too).&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://www.npmjs.com/package/elasticsearch"&gt;&lt;code&gt;elasticsearch&lt;/code&gt;&lt;/a&gt; you initiate the client, then you going to need to call client.ping() to know if it works&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://www.npmjs.com/package/redis"&gt;&lt;code&gt;redis&lt;/code&gt;&lt;/a&gt; you need to listen to &lt;code&gt;connect&lt;/code&gt;, &lt;code&gt;error&lt;/code&gt; events&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  An idea
&lt;/h2&gt;

&lt;p&gt;I need to make sure that I'm connected to all services before I start what I want to do. When I write code, I prefer working with Promises than callbacks, so I thought about wrapping the configuration step in a Promise that resolves the client/connection instance when it succeeds, and rejects the error when it fails like the example bellow :&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;mongodb&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;mongodb&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;elasticsearch&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;elasticsearch&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;redis&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;redis&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;

&lt;span class="nb"&gt;Promise&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;all&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;
  &lt;span class="c1"&gt;// mongodb&lt;/span&gt;
  &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nb"&gt;Promise&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;resolve&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;reject&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="nx"&gt;mongodb&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;MongoClient&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;connect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;mongodbURL&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kd"&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;client&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;err&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
          &lt;span class="nx"&gt;reject&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="k"&gt;else&lt;/span&gt;
          &lt;span class="nx"&gt;resolve&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;db&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;dbName&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
      &lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;),&lt;/span&gt;
  &lt;span class="c1"&gt;// elasticsearch&lt;/span&gt;
  &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nb"&gt;Promise&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;resolve&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;reject&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="kd"&gt;var&lt;/span&gt; &lt;span class="nx"&gt;client&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;elasticsearch&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;Client&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
        &lt;span class="na"&gt;host&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;localhost:9200&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;
      &lt;span class="p"&gt;})&lt;/span&gt;
      &lt;span class="nx"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;ping&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
        &lt;span class="c1"&gt;// ping usually has a 3000ms timeout&lt;/span&gt;
        &lt;span class="na"&gt;requestTimeout&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1000&lt;/span&gt;
      &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="kd"&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="k"&gt;if&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;reject&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="k"&gt;else&lt;/span&gt;
          &lt;span class="nx"&gt;resolve&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;client&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
      &lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;),&lt;/span&gt;
  &lt;span class="c1"&gt;// redis&lt;/span&gt;
  &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nb"&gt;Promise&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;resolve&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;reject&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
      &lt;span class="kd"&gt;var&lt;/span&gt; &lt;span class="nx"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;redis&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;createClient&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
      &lt;span class="nx"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&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;error&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kd"&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;reject&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;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&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;connect&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kd"&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;resolve&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;client&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
      &lt;span class="p"&gt;})&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;]).&lt;/span&gt;&lt;span class="nx"&gt;then&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
  &lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="nx"&gt;mongodbClient&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;elasticsearchClient&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;redisClient&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="c1"&gt;// here I write what I want to do&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 solution above worked for Me when I wrote scripts that are written in one file. I like to refactor my projects into multiple files/modules when it gets complicated, for example an API with &lt;code&gt;express&lt;/code&gt; that has multiple routes, I'de prefer to write them separately, it makes it easy to know where to look while debugging.&lt;/p&gt;

&lt;p&gt;Now,&lt;/p&gt;

&lt;h2&gt;
  
  
  How am I going to access the clients from other files ?
&lt;/h2&gt;

&lt;p&gt;With the &lt;code&gt;express&lt;/code&gt; example, we can use a middleware to include the clients in &lt;code&gt;req&lt;/code&gt; and access it in each route easily, but this is just an example of a project, what to do when we don't have middlewares as an option ?&lt;/p&gt;

&lt;p&gt;To be honest you can figure it out, it depends on your project, what you want to do and how you going to do it, passing the clients as a parameter when you call other functions, pass them to constructors when you initiate objects, you're always going to need to decide where to pass them.&lt;/p&gt;

&lt;p&gt;I'm a lazy developer, I want to focus on working on the solution, and I hate making it more complicated with the clients baggage. I wanted something that will be easy to setup and can be used everywhere ! &lt;/p&gt;

&lt;p&gt;Here is what I have decided to do:&lt;/p&gt;

&lt;h2&gt;
  
  
  the solution
&lt;/h2&gt;

&lt;p&gt;I defined this interface to be followed while wrapping a database/software client&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;class&lt;/span&gt; &lt;span class="nx"&gt;DriverInterface&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="c1"&gt;// methods&lt;/span&gt;

  &lt;span class="c1"&gt;// configureWithName is to support multiple configurations of the same software&lt;/span&gt;
  &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="nx"&gt;configureWithName&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="p"&gt;...&lt;/span&gt;&lt;span class="nx"&gt;clientOptions&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="c1"&gt;// return Promise&amp;lt;client,error&amp;gt;&lt;/span&gt;

  &lt;span class="c1"&gt;// this just an alias that calls this.configureWithName('default', ...clientOptions)&lt;/span&gt;
  &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="nx"&gt;configure&lt;/span&gt;&lt;span class="p"&gt;(...&lt;/span&gt;&lt;span class="nx"&gt;clientOptions&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="c1"&gt;// return Promise&amp;lt;client,error&amp;gt;&lt;/span&gt;

  &lt;span class="c1"&gt;// get client by name&lt;/span&gt;
  &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="nx"&gt;getClient&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="c1"&gt;// returns client&lt;/span&gt;

  &lt;span class="c1"&gt;// properties&lt;/span&gt;
  &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="kd"&gt;get&lt;/span&gt; &lt;span class="nx"&gt;client&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="c1"&gt;// an alias to this.getClient('default')&lt;/span&gt;

  &lt;span class="kd"&gt;static&lt;/span&gt; &lt;span class="kd"&gt;get&lt;/span&gt; &lt;span class="nx"&gt;clients&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="c1"&gt;// returns all clients Map&amp;lt;string,client&amp;gt;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;I started with &lt;code&gt;mongodb&lt;/code&gt; and published it at npm as &lt;a href="https://www.npmjs.com/package/@oudy/mongodb"&gt;&lt;code&gt;@oudy/mongodb&lt;/code&gt;&lt;/a&gt; which can be used like this&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;MongoDB&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;@oudy/mongodb&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;

&lt;span class="nx"&gt;MongoDB&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;configure&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;test&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;mongodb://localhost:27017&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nx"&gt;then&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
 &lt;span class="nx"&gt;database&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
   &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;users&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nx"&gt;database&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;users&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nx"&gt;find&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;Also if your project is refactored into multiple files/modules you can access the client using &lt;code&gt;MongoDB.client&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// models/getUsers.js&lt;/span&gt;
&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;MongoDB&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;@oudy/mongodb&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;

&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="k"&gt;default&lt;/span&gt; &lt;span class="nx"&gt;getUsers&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;limit&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;skip&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;MongoDB&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;client&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;users&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;find&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;limit&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;limit&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;skip&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;skip&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;toArray&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;
  
  
  Multiple databases
&lt;/h2&gt;

&lt;p&gt;You can use &lt;a href="https://www.npmjs.com/package/@oudy/mongodb"&gt;&lt;code&gt;@oudy/mongodb&lt;/code&gt;&lt;/a&gt; to connect easily with multiple databases&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;MongoDB&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;@oudy/mongodb&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;

&lt;span class="nb"&gt;Promise&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;all&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;
  &lt;span class="nx"&gt;MongoDB&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;configureWithName&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;us&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;myproject&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;mongodb://us_server:27017&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
  &lt;span class="nx"&gt;MongoDB&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;configureWithName&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;eu&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;myproject&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;mongodb://eu_server:27017&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;then&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
 &lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="nx"&gt;US_region&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;EU_region&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="c1"&gt;// get from US&lt;/span&gt;
   &lt;span class="nx"&gt;US_region&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;collections&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;files&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nx"&gt;find&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nx"&gt;forEach&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
     &lt;span class="nx"&gt;file&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
       &lt;span class="c1"&gt;// do our changes and insert to v2&lt;/span&gt;
       &lt;span class="nx"&gt;EU_region&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;collections&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;files&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nx"&gt;insertOne&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;file&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;If you want access to the &lt;code&gt;us&lt;/code&gt; or &lt;code&gt;eu&lt;/code&gt; databases from other files you can use &lt;code&gt;MongoDB.getClient()&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Example&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// models/files.js&lt;/span&gt;
&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="nx"&gt;MongoDB&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;@oudy/mongodb&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;

&lt;span class="k"&gt;export&lt;/span&gt; &lt;span class="k"&gt;default&lt;/span&gt; &lt;span class="nx"&gt;getFiles&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;region&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;limit&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;20&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;skip&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;MongoDB&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;getClient&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;region&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;collection&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;files&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;find&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;limit&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;limit&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;skip&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;skip&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;toArray&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;
  
  
  Now, what's next
&lt;/h2&gt;

&lt;p&gt;I've implemented the same Interface on other packages &lt;a href="https://www.npmjs.com/package/@oudy/elasticsearch"&gt;&lt;code&gt;@oudy/elasticsearch&lt;/code&gt;&lt;/a&gt;, &lt;a href="https://www.npmjs.com/package/@oudy/mysql"&gt;&lt;code&gt;@oudy/mysql&lt;/code&gt;&lt;/a&gt;, &lt;a href="https://www.npmjs.com/package/@oudy/amqp"&gt;&lt;code&gt;@oudy/amqp&lt;/code&gt;&lt;/a&gt;, &lt;a href="https://www.npmjs.com/package/@oudy/redis"&gt;&lt;code&gt;@oudy/redis&lt;/code&gt;&lt;/a&gt;. I'm still working on documenting them properly.&lt;br&gt;
We've been working with databases this way for 2 years now on multiple projects specially at &lt;a href="https://www.crawlo.com"&gt;CRAWLO&lt;/a&gt; (Leading a big data based software that helps e-commerce websites to increase their sales by monitoring internal and external factors).&lt;/p&gt;

&lt;p&gt;I published the repository here &lt;a href="https://github.com/OudyWorks/drivers"&gt;github.com/OudyWorks/drivers&lt;/a&gt;. please check it out and consider contributing if you have suggestions or found bugs.&lt;/p&gt;

&lt;p&gt;This is just one of the cool projects I've built (I think it's cool :D), based on this I've made other packages for building restful APIs, GraphQL servers and even web apps. They're already public in here &lt;a href="https://github.com/OudyWorks"&gt;github.com/OudyWorks&lt;/a&gt; (not documented yet). I'm planning to document them and write more articles to explain the story behind why I've made them.&lt;/p&gt;

&lt;p&gt;I'm sorry for any typos you may find, this is my first time publishing an article about my work and I'm just so excited to share with you what I've been working on.&lt;/p&gt;

&lt;p&gt;Please, feel free to leave comments bellow and follow Me if you're are interested in cools projects in NodeJS.&lt;/p&gt;

</description>
      <category>node</category>
      <category>database</category>
      <category>npm</category>
      <category>bigdata</category>
    </item>
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