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    <title>topic Re: Implementing Medallion Architecture in Microsoft Fabric in Data Engineering</title>
    <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Implementing-Medallion-Architecture-in-Microsoft-Fabric/m-p/3762424#M1452</link>
    <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.fabric.microsoft.com/t5/user/viewprofilepage/user-id/704119"&gt;@jashfabric&lt;/a&gt;&amp;nbsp;&lt;BR /&gt;Thanks for using Fabric Community.&lt;BR /&gt;&lt;SPAN&gt;The&amp;nbsp;&lt;/SPAN&gt;Medallion Architecture&lt;SPAN&gt;&amp;nbsp;is a powerful design pattern used to logically organize data in a lakehouse.&amp;nbsp;&lt;/SPAN&gt;&lt;SPAN&gt;It helps you build a single source of truth for enterprise data products by organizing data into distinct layers or zones.&lt;BR /&gt;&lt;/SPAN&gt;Here’s how you can set up Medallion Architecture in Microsoft Fabric:&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;a.&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Create a Lakehouse&lt;/STRONG&gt;:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Start by provisioning a&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;lakehouse&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;in Fabric. The lakehouse is the foundation for Medallion Architecture.&lt;/LI&gt;
&lt;LI&gt;Fabric provides&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;OneLake&lt;/STRONG&gt;, a unified, logical data lake for your entire organization. It’s automatically provisioned with every Fabric tenant.&lt;/LI&gt;
&lt;LI&gt;OneLake serves as the single location for all your analytics data, reducing silos and data movement.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;b.&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Organize Data into Zones&lt;/STRONG&gt;:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Within OneLake, create three top-level folders (zones) corresponding to the Medallion layers:&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Bronze&lt;/STRONG&gt;,&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Silver&lt;/STRONG&gt;, and&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Gold&lt;/STRONG&gt;.&lt;/LI&gt;
&lt;LI&gt;Each zone represents a different level of data quality.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;c.&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Data Movement and Transformation&lt;/STRONG&gt;:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Ingest raw data into the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Bronze&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;zone. This data can come from various sources.&lt;/LI&gt;
&lt;LI&gt;Use Fabric’s capabilities (such as notebooks, pipelines, and dataflows) to validate, cleanse, and transform data.&lt;/LI&gt;
&lt;LI&gt;Move validated data to the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Silver&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;zone.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;d.&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Enrichment and Optimization&lt;/STRONG&gt;:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;In the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Silver&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;zone, perform additional transformations and calculations.&lt;/LI&gt;
&lt;LI&gt;Enrich data with context, business rules, and metadata.&lt;/LI&gt;
&lt;LI&gt;Move enriched data to the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Gold&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;zone.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;&lt;SPAN&gt;You can adapt the specific tools and processes based on your unique data landscape and requirements. Please refer to these links for more information:&lt;BR /&gt;&lt;BR /&gt;&lt;A href="https://learn.microsoft.com/en-us/fabric/onelake/onelake-medallion-lakehouse-architecture" target="_blank"&gt;https://learn.microsoft.com/en-us/fabric/onelake/onelake-medallion-lakehouse-architecture&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://medium.com/@mariusz_kujawski/exploring-the-medallion-architecture-in-microsoft-fabric-f19ad7590293" target="_blank"&gt;https://medium.com/@mariusz_kujawski/exploring-the-medallion-architecture-in-microsoft-fabric-f19ad7590293&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://blog.det.life/what-is-medallion-architecture-and-how-can-you-use-it-in-fabric-6b0056ababc4" target="_blank"&gt;https://blog.det.life/what-is-medallion-architecture-and-how-can-you-use-it-in-fabric-6b0056ababc4&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;Hope this helps. Please let me know if you have any further questions.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Thu, 14 Mar 2024 06:16:33 GMT</pubDate>
    <dc:creator>Anonymous</dc:creator>
    <dc:date>2024-03-14T06:16:33Z</dc:date>
    <item>
      <title>Implementing Medallion Architecture in Microsoft Fabric</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Implementing-Medallion-Architecture-in-Microsoft-Fabric/m-p/3762391#M1451</link>
      <description>&lt;P&gt;Hi,&lt;BR /&gt;I'm working on implementing a Medallion Architecture for data warehousing in Microsoft Fabric. I'm particularly interested in understanding best practices for acheiving Medallion Architecture between the Bronze, Silver, and Gold layers.&lt;BR /&gt;&lt;SPAN&gt;I would like to know what is the best process to setup a medallion architecture?&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Thu, 14 Mar 2024 06:02:07 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Implementing-Medallion-Architecture-in-Microsoft-Fabric/m-p/3762391#M1451</guid>
      <dc:creator>jashfabric</dc:creator>
      <dc:date>2024-03-14T06:02:07Z</dc:date>
    </item>
    <item>
      <title>Re: Implementing Medallion Architecture in Microsoft Fabric</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Implementing-Medallion-Architecture-in-Microsoft-Fabric/m-p/3762424#M1452</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.fabric.microsoft.com/t5/user/viewprofilepage/user-id/704119"&gt;@jashfabric&lt;/a&gt;&amp;nbsp;&lt;BR /&gt;Thanks for using Fabric Community.&lt;BR /&gt;&lt;SPAN&gt;The&amp;nbsp;&lt;/SPAN&gt;Medallion Architecture&lt;SPAN&gt;&amp;nbsp;is a powerful design pattern used to logically organize data in a lakehouse.&amp;nbsp;&lt;/SPAN&gt;&lt;SPAN&gt;It helps you build a single source of truth for enterprise data products by organizing data into distinct layers or zones.&lt;BR /&gt;&lt;/SPAN&gt;Here’s how you can set up Medallion Architecture in Microsoft Fabric:&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;a.&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Create a Lakehouse&lt;/STRONG&gt;:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Start by provisioning a&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;lakehouse&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;in Fabric. The lakehouse is the foundation for Medallion Architecture.&lt;/LI&gt;
&lt;LI&gt;Fabric provides&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;OneLake&lt;/STRONG&gt;, a unified, logical data lake for your entire organization. It’s automatically provisioned with every Fabric tenant.&lt;/LI&gt;
&lt;LI&gt;OneLake serves as the single location for all your analytics data, reducing silos and data movement.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;b.&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Organize Data into Zones&lt;/STRONG&gt;:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Within OneLake, create three top-level folders (zones) corresponding to the Medallion layers:&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Bronze&lt;/STRONG&gt;,&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Silver&lt;/STRONG&gt;, and&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Gold&lt;/STRONG&gt;.&lt;/LI&gt;
&lt;LI&gt;Each zone represents a different level of data quality.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;c.&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Data Movement and Transformation&lt;/STRONG&gt;:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Ingest raw data into the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Bronze&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;zone. This data can come from various sources.&lt;/LI&gt;
&lt;LI&gt;Use Fabric’s capabilities (such as notebooks, pipelines, and dataflows) to validate, cleanse, and transform data.&lt;/LI&gt;
&lt;LI&gt;Move validated data to the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Silver&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;zone.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;d.&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Enrichment and Optimization&lt;/STRONG&gt;:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;In the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Silver&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;zone, perform additional transformations and calculations.&lt;/LI&gt;
&lt;LI&gt;Enrich data with context, business rules, and metadata.&lt;/LI&gt;
&lt;LI&gt;Move enriched data to the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Gold&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;zone.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;&lt;SPAN&gt;You can adapt the specific tools and processes based on your unique data landscape and requirements. Please refer to these links for more information:&lt;BR /&gt;&lt;BR /&gt;&lt;A href="https://learn.microsoft.com/en-us/fabric/onelake/onelake-medallion-lakehouse-architecture" target="_blank"&gt;https://learn.microsoft.com/en-us/fabric/onelake/onelake-medallion-lakehouse-architecture&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://medium.com/@mariusz_kujawski/exploring-the-medallion-architecture-in-microsoft-fabric-f19ad7590293" target="_blank"&gt;https://medium.com/@mariusz_kujawski/exploring-the-medallion-architecture-in-microsoft-fabric-f19ad7590293&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://blog.det.life/what-is-medallion-architecture-and-how-can-you-use-it-in-fabric-6b0056ababc4" target="_blank"&gt;https://blog.det.life/what-is-medallion-architecture-and-how-can-you-use-it-in-fabric-6b0056ababc4&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;Hope this helps. Please let me know if you have any further questions.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 14 Mar 2024 06:16:33 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Implementing-Medallion-Architecture-in-Microsoft-Fabric/m-p/3762424#M1452</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2024-03-14T06:16:33Z</dc:date>
    </item>
    <item>
      <title>Re: Implementing Medallion Architecture in Microsoft Fabric</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Implementing-Medallion-Architecture-in-Microsoft-Fabric/m-p/3762487#M1453</link>
      <description>&lt;P&gt;Thanks a lot @Anonymous&lt;/a&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 14 Mar 2024 06:38:37 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Implementing-Medallion-Architecture-in-Microsoft-Fabric/m-p/3762487#M1453</guid>
      <dc:creator>jashfabric</dc:creator>
      <dc:date>2024-03-14T06:38:37Z</dc:date>
    </item>
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