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    <title>DEV Community: aj686</title>
    <description>The latest articles on DEV Community by aj686 (@aj686).</description>
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      <title>DEV Community: aj686</title>
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      <title>ETL (Extract, Transform, Load)</title>
      <dc:creator>aj686</dc:creator>
      <pubDate>Fri, 27 Feb 2026 15:55:35 +0000</pubDate>
      <link>https://dev.to/aj686/etl-extract-transform-load-57e9</link>
      <guid>https://dev.to/aj686/etl-extract-transform-load-57e9</guid>
      <description>&lt;p&gt;From my perspective what I understand about this topic.&lt;/p&gt;

&lt;p&gt;Reason learn: To apply in the system.&lt;/p&gt;

&lt;p&gt;It is the concept data pipeline concepts. where the process of where data is pulled from one place(&lt;strong&gt;extract&lt;/strong&gt;), reshaped/cleaned(&lt;strong&gt;transform&lt;/strong&gt;), and loaded into another place(&lt;strong&gt;loaded&lt;/strong&gt;)&lt;/p&gt;

&lt;p&gt;Imagine that you have external SFTP server need to integrate with your system. SFTP Server → My System(I using Laravel).&lt;/p&gt;

&lt;p&gt;Task of my system are:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Load(Receiving the result)&lt;/li&gt;
&lt;li&gt;Extract(Sending out the result)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Later you have scripts in Laravel and Credential access to SFTP Server.&lt;/p&gt;

&lt;p&gt;Format file used: CSV/Zip&lt;/p&gt;

&lt;p&gt;Here others important stuff need in the process.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Schedular&lt;/strong&gt; — &lt;strong&gt;Runs automatically at a fixed time&lt;/strong&gt;. Example here is every night at 2am, my system automatically checks the SFTP folder for new files from server— whether files exist or not, the scheduler still runs.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Event Trigger&lt;/strong&gt; — &lt;strong&gt;Runs only when something specific happens&lt;/strong&gt;, not on a schedule. Like a motion sensor light — it only turns on when it detects movement.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Batch&lt;/strong&gt; — &lt;strong&gt;A grouped collection of records processed together in one go&lt;/strong&gt;, instead of one by one. It’s about how it processes data. Batch means “collect everything, process all at once&lt;/p&gt;

&lt;p&gt;[The process Batch Out:]&lt;/p&gt;

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      <category>automation</category>
      <category>beginners</category>
      <category>dataengineering</category>
      <category>laravel</category>
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