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    <title>topic Re: Fabric spark job definition parallel runs in Data Engineering</title>
    <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3964651#M2359</link>
    <description>&lt;P&gt;Thank you for the answer, we'll stick with notebook&lt;/P&gt;&lt;P&gt;another question: from notebook, use PYODBC to connect a lakehouse's SQL endpoint, could a view be created or updated?&lt;/P&gt;&lt;P&gt;I tried it, the select query ran fine,&amp;nbsp; but create view query ran a long time without any result&amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Fri, 31 May 2024 14:53:55 GMT</pubDate>
    <dc:creator>yongshao</dc:creator>
    <dc:date>2024-05-31T14:53:55Z</dc:date>
    <item>
      <title>Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3948424#M2207</link>
      <description>&lt;P&gt;With Fabric notebooks,&amp;nbsp;&amp;nbsp;&lt;SPAN&gt;mssparkutils.notebook.runMultiple() could run them in parallel way&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;How to run the spark jobs defined by spark job defintion in a similar parallel way?&amp;nbsp;&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Fri, 24 May 2024 19:35:13 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3948424#M2207</guid>
      <dc:creator>yongshao</dc:creator>
      <dc:date>2024-05-24T19:35:13Z</dc:date>
    </item>
    <item>
      <title>Re: Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3951250#M2228</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.fabric.microsoft.com/t5/user/viewprofilepage/user-id/692718"&gt;@yongshao&lt;/a&gt;&amp;nbsp;,&lt;BR /&gt;&lt;BR /&gt;Thanks for using Fabric Community.&lt;BR /&gt;As mentioned in docs - "&amp;nbsp;Notebook utilities aren't applicable for Apache Spark job definitions (SJD). "&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;
&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="vgchennamsft_0-1716794650724.png" style="width: 400px;"&gt;&lt;img src="https://community.fabric.microsoft.com/t5/image/serverpage/image-id/1105936i8E5CE6C95C63FCCC/image-size/medium?v=v2&amp;amp;px=400" role="button" title="vgchennamsft_0-1716794650724.png" alt="vgchennamsft_0-1716794650724.png" /&gt;&lt;/span&gt;&lt;/P&gt;
&lt;P&gt;&lt;BR /&gt;Unfortunately we cannot run&amp;nbsp;&lt;SPAN&gt;spark jobs defined by spark job defintion in a parallel way.&lt;/SPAN&gt;&lt;BR /&gt;At present the only way to run the Spark Job Definitions is -&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;1.&amp;nbsp;Run a Spark job definition manually by selecting&amp;nbsp;Run&amp;nbsp;from the Spark job definition item in the job list.&lt;BR /&gt;2.&amp;nbsp;Schedule a Spark job definition by setting up a schedule plan on the&amp;nbsp;Settings&amp;nbsp;tab. Select&amp;nbsp;Settings&amp;nbsp;on the toolbar, then select&amp;nbsp;Schedule.&lt;BR /&gt;&lt;BR /&gt;Docs to refer -&lt;BR /&gt;&lt;A href="https://learn.microsoft.com/en-us/fabric/data-engineering/run-spark-job-definition" target="_blank" rel="noopener"&gt;Run an Apache Spark job definition - Microsoft Fabric | Microsoft Learn&lt;/A&gt;&lt;BR /&gt;&lt;A href="https://learn.microsoft.com/en-us/fabric/data-engineering/microsoft-spark-utilities#notebook-utilities" target="_blank"&gt;Microsoft Spark Utilities (MSSparkUtils) for Fabric - Microsoft Fabric | Microsoft Learn&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;
&lt;P&gt;We use customer feedback like yours to prioritize future features. The more users who request the ability to customize backgrounds, the higher it moves on our list.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Appreciate if you could share the feedback on our&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;A href="https://ideas.fabric.microsoft.com/" target="_blank" rel="noopener nofollow noreferrer"&gt;Microsoft Fabric Ideas&lt;/A&gt;. Which would be open for the user community to upvote &amp;amp; comment on. This allows our product teams to effectively prioritize your request against our existing feature backlog and gives insight into the potential impact of implementing the suggested feature.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;I hope this information helps. If you have any further queries please do let us know.&lt;/P&gt;
&lt;P&gt;Thanks&lt;/P&gt;</description>
      <pubDate>Mon, 27 May 2024 07:29:53 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3951250#M2228</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2024-05-27T07:29:53Z</dc:date>
    </item>
    <item>
      <title>Re: Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3956645#M2276</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.fabric.microsoft.com/t5/user/viewprofilepage/user-id/692718"&gt;@yongshao&lt;/a&gt;&amp;nbsp;,&lt;BR /&gt;&lt;BR /&gt;We haven’t heard from you on the last response and was just checking back to see if your query was answered.&lt;BR /&gt;Otherwise, will respond back with the more details and we will try to help .&lt;BR /&gt;&lt;BR /&gt;Thanks&lt;/P&gt;</description>
      <pubDate>Wed, 29 May 2024 05:48:59 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3956645#M2276</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2024-05-29T05:48:59Z</dc:date>
    </item>
    <item>
      <title>Re: Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3960829#M2317</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.fabric.microsoft.com/t5/user/viewprofilepage/user-id/692718"&gt;@yongshao&lt;/a&gt;&amp;nbsp;,&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;We haven’t heard from you on the last response and was just checking back to see if your query was answered.&lt;/SPAN&gt;&lt;BR /&gt;&lt;SPAN&gt;Otherwise, will respond back with the more details and we will try to help .&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;SPAN&gt;Thanks&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Thu, 30 May 2024 11:13:49 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3960829#M2317</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2024-05-30T11:13:49Z</dc:date>
    </item>
    <item>
      <title>Re: Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3964651#M2359</link>
      <description>&lt;P&gt;Thank you for the answer, we'll stick with notebook&lt;/P&gt;&lt;P&gt;another question: from notebook, use PYODBC to connect a lakehouse's SQL endpoint, could a view be created or updated?&lt;/P&gt;&lt;P&gt;I tried it, the select query ran fine,&amp;nbsp; but create view query ran a long time without any result&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Fri, 31 May 2024 14:53:55 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3964651#M2359</guid>
      <dc:creator>yongshao</dc:creator>
      <dc:date>2024-05-31T14:53:55Z</dc:date>
    </item>
    <item>
      <title>Re: Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3968338#M2392</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.fabric.microsoft.com/t5/user/viewprofilepage/user-id/692718"&gt;@yongshao&lt;/a&gt;&amp;nbsp;,&lt;BR /&gt;&lt;BR /&gt;Glad to know that you got some insights. Please continue using Fabric Community on your further queries.&lt;BR /&gt;&lt;BR /&gt;Coming to your another question, I would like to understand why you are using pyodbc inorder to connect lakehouse?&lt;BR /&gt;It would be great if you can raise a new thread as it is a different question. After raising the query please tag me and share the url here, so I can look into it closely.&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;</description>
      <pubDate>Mon, 03 Jun 2024 10:19:48 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3968338#M2392</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2024-06-03T10:19:48Z</dc:date>
    </item>
    <item>
      <title>Re: Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3975308#M2434</link>
      <description>&lt;P&gt;We tried to connect lakehouse SQL endpoint from a notebook. By the way, we've no problem to use spark (dataFrame and SQL) with the lakehouse. But we want to create &lt;STRONG&gt;Views&lt;/STRONG&gt; with the &lt;STRONG&gt;lakehouse SQL endpoint&lt;/STRONG&gt;.&lt;/P&gt;&lt;P&gt;The views could be created manually from SQL endpoint query console, but we want to automate View creation/update from a Fabric notebook&lt;/P&gt;&lt;P&gt;Appreciated for your help&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 05 Jun 2024 19:57:04 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3975308#M2434</guid>
      <dc:creator>yongshao</dc:creator>
      <dc:date>2024-06-05T19:57:04Z</dc:date>
    </item>
    <item>
      <title>Re: Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3976889#M2440</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.fabric.microsoft.com/t5/user/viewprofilepage/user-id/692718"&gt;@yongshao&lt;/a&gt;&amp;nbsp;,&lt;BR /&gt;&lt;BR /&gt;Please refer this thread -&amp;nbsp;&lt;A href="https://community.fabric.microsoft.com/t5/Data-Engineering/Creating-views-from-spark-notebook-into-SQL-analytics-endpoint/m-p/3830182" target="_blank"&gt;Solved: Re: Creating views from spark notebook into SQL an... - Microsoft Fabric Community&lt;/A&gt;&lt;BR /&gt;&lt;BR /&gt;Incase if you have further queries, please&amp;nbsp;&lt;SPAN&gt;raise a new thread as it is a different question. After raising the query please tag me and share the url here, so I can look into it closely.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;Thank you&lt;/P&gt;</description>
      <pubDate>Thu, 06 Jun 2024 11:15:51 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3976889#M2440</guid>
      <dc:creator>Anonymous</dc:creator>
      <dc:date>2024-06-06T11:15:51Z</dc:date>
    </item>
    <item>
      <title>Re: Fabric spark job definition parallel runs</title>
      <link>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3977175#M2443</link>
      <description>&lt;P&gt;Regarding of spark job definition, its parallel runs would boost ETL performance and scalability, hope such feature would be supported in Fabric future release&lt;/P&gt;</description>
      <pubDate>Thu, 06 Jun 2024 13:27:10 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Data-Engineering/Fabric-spark-job-definition-parallel-runs/m-p/3977175#M2443</guid>
      <dc:creator>yongshao</dc:creator>
      <dc:date>2024-06-06T13:27:10Z</dc:date>
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