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    <title>topic Re: Best solution for migrating to Fabric? in Fabric platform</title>
    <link>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293565#M360</link>
    <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="javascript:void(0)" data-lia-user-mentions="" data-lia-user-uid="472920" data-lia-user-login="KevinConanMSFT" class="lia-mention lia-mention-user"&gt;KevinConanMSFT&lt;/a&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Great, thanks for that. Would you be able to offer a little more perspective on how you would use Spark Pools and Serverless for designing a data warehousing solution? I.e. what you would use Spark and Serverless components for specifically?&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thank you&lt;/P&gt;</description>
    <pubDate>Tue, 20 Jun 2023 15:19:20 GMT</pubDate>
    <dc:creator>Anonymous</dc:creator>
    <dc:date>2023-06-20T15:19:20Z</dc:date>
    <item>
      <title>Best solution for migrating to Fabric?</title>
      <link>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3291741#M349</link>
      <description>&lt;P&gt;Hi There,&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I'm about to develop a new small data warehousing solution using Synapse Analytics. I do not have the opportunity to develop this in Fabric yet. However, I'd like to make sure that I can easily migrate this to Fabric at a later date.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I appreciate that Microsoft have not yet announced what migration tools will be available in the future so I am wondering what will likely be the easiest migration path from Synapse to Fabric?&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;In the short term, is it best to develop a set of delta-based dim and fact tables using:&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;UL&gt;&lt;LI&gt;Spark pool-based scripts?&lt;/LI&gt;&lt;LI&gt;SQL Serverless-based solution?&lt;/LI&gt;&lt;LI&gt;Synapse Lake database?&lt;/LI&gt;&lt;LI&gt;Other?&lt;/LI&gt;&lt;/UL&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I hope that makes sense.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thank you&lt;/P&gt;</description>
      <pubDate>Mon, 19 Jun 2023 20:16:54 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3291741#M349</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2023-06-19T20:16:54Z</dc:date>
    </item>
    <item>
      <title>Re: Best solution for migrating to Fabric?</title>
      <link>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293405#M355</link>
      <description>&lt;P&gt;Greetings!&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;We are building migration tools that will make it easy for you to migrate from a Synapse Dedicated Pool to Fabric.&lt;BR /&gt;&lt;BR /&gt;You can also try out Fabric today to see if it will meet the needs of your new data warehouse.&lt;/P&gt;</description>
      <pubDate>Tue, 20 Jun 2023 13:55:31 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293405#M355</guid>
      <dc:creator>KevinConanMSFT</dc:creator>
      <dc:date>2023-06-20T13:55:31Z</dc:date>
    </item>
    <item>
      <title>Re: Best solution for migrating to Fabric?</title>
      <link>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293456#M357</link>
      <description>&lt;P&gt;hI&amp;nbsp;&lt;a href="javascript:void(0)" data-lia-user-mentions="" data-lia-user-uid="472920" data-lia-user-login="KevinConanMSFT" class="lia-mention lia-mention-user"&gt;KevinConanMSFT&lt;/a&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Great, thanks for the info. However, we don't use dedicated pools.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Are you able to advise which of the other options - e.g. serverless database, lakehouse database or Pyspark scripts would be the easiest solution to develop a data warehousing solution in now and migrate to Synapse in the future?&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thank you!&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Mikael&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Tue, 20 Jun 2023 14:17:21 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293456#M357</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2023-06-20T14:17:21Z</dc:date>
    </item>
    <item>
      <title>Re: Best solution for migrating to Fabric?</title>
      <link>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293500#M359</link>
      <description>&lt;P&gt;Greetings!&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;&lt;P&gt;If you are looking at that route, I would suggest looking at a combination of Spark Pools and Serverless.&amp;nbsp; That will get you into the mindset of using a Lakehouse which will be easier to port to Fabric.&amp;nbsp; Plus, when you do move it to Fabric, you'll get the SQL Endpoint for the Lakehouse which is an easy way to get T-SQL capability over data managed by Spark!&lt;/P&gt;</description>
      <pubDate>Tue, 20 Jun 2023 14:34:21 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293500#M359</guid>
      <dc:creator>KevinConanMSFT</dc:creator>
      <dc:date>2023-06-20T14:34:21Z</dc:date>
    </item>
    <item>
      <title>Re: Best solution for migrating to Fabric?</title>
      <link>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293565#M360</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="javascript:void(0)" data-lia-user-mentions="" data-lia-user-uid="472920" data-lia-user-login="KevinConanMSFT" class="lia-mention lia-mention-user"&gt;KevinConanMSFT&lt;/a&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Great, thanks for that. Would you be able to offer a little more perspective on how you would use Spark Pools and Serverless for designing a data warehousing solution? I.e. what you would use Spark and Serverless components for specifically?&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thank you&lt;/P&gt;</description>
      <pubDate>Tue, 20 Jun 2023 15:19:20 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293565#M360</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2023-06-20T15:19:20Z</dc:date>
    </item>
    <item>
      <title>Re: Best solution for migrating to Fabric?</title>
      <link>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293570#M361</link>
      <description>&lt;P&gt;The really quick answer is that I would use Spark for the data ingestion and transformation and then Serverless Pools for the serving layer (pointing Power BI to the Serverless Pool).&lt;/P&gt;</description>
      <pubDate>Tue, 20 Jun 2023 15:20:39 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293570#M361</guid>
      <dc:creator>KevinConanMSFT</dc:creator>
      <dc:date>2023-06-20T15:20:39Z</dc:date>
    </item>
    <item>
      <title>Re: Best solution for migrating to Fabric?</title>
      <link>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293596#M362</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="javascript:void(0)" data-lia-user-mentions="" data-lia-user-uid="472920" data-lia-user-login="KevinConanMSFT" class="lia-mention lia-mention-user"&gt;KevinConanMSFT&lt;/a&gt;&amp;nbsp;,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Great thank you. Just so I understand you, do you mean:&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;- Use Spark (probably Pyspark) to ingest data &lt;STRONG&gt;AND&lt;/STRONG&gt; create dim and fact tables&lt;/P&gt;&lt;P&gt;- Use a Serverless db to point to these dim and fact tables to serve these to Power BI (but &lt;STRONG&gt;not&lt;/STRONG&gt; do any data transformation to create dim/fact tables within the serverless db itself?)&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Hope that makese sense,&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Thank you&lt;/P&gt;</description>
      <pubDate>Tue, 20 Jun 2023 15:54:27 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Fabric-platform/Best-solution-for-migrating-to-Fabric/m-p/3293596#M362</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2023-06-20T15:54:27Z</dc:date>
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