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    <title>topic 🚀 Weekly Delta (8 - 14 October): A Look Back at This Week’s Top Community Highlights in Announcements</title>
    <link>https://community.databricks.com/t5/announcements/weekly-delta-8-14-october-a-look-back-at-this-week-s-top/m-p/135023#M382</link>
    <description>&lt;P data-start="149" data-end="379"&gt;We kept the October momentum going strong &lt;span class="lia-unicode-emoji" title=":maple_leaf:"&gt;🍁&lt;/span&gt; — with vibrant technical discussions, creative experiments, and deep dives into AI, streaming, and governance. Here’s a look at what stood out this week in the Databricks Community &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_down:"&gt;👇&lt;/span&gt;&lt;/P&gt;
&lt;P data-start="381" data-end="414"&gt;&lt;span class="lia-unicode-emoji" title=":blue_book:"&gt;📘&lt;/span&gt; &lt;STRONG data-start="384" data-end="412"&gt;Fresh Content &amp;amp; Articles&lt;/STRONG&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI data-start="687" data-end="784"&gt;&lt;A href="https://community.databricks.com/t5/get-started-discussions/databricks-policies-and-bundles-inheritance-let-policies-rule/m-p/134676#M10841" target="_blank" rel="noopener"&gt;&lt;EM data-start="687" data-end="761"&gt;Databricks Policies and Bundles Inheritance: Let Policies Rule Your DABs&lt;/EM&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="787" data-end="841"&gt;&lt;A href="https://community.databricks.com/t5/community-articles/api-consumption-on-databricks/m-p/134487#M724" target="_blank" rel="noopener"&gt;&lt;EM data-start="787" data-end="818"&gt;API Consumption on Databricks&lt;/EM&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="844" data-end="976"&gt;&lt;A href="https://community.databricks.com/t5/community-articles/validating-pointer-based-delta-comparison-architecture-using/m-p/134883#M728" target="_blank" rel="noopener"&gt;&lt;EM data-start="844" data-end="953"&gt;Validating Pointer-Based Delta Comparison Architecture Using flatMapGroupsWithState in Structured Streaming&lt;/EM&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P data-start="978" data-end="1010"&gt;&lt;span class="lia-unicode-emoji" title=":speech_balloon:"&gt;💬&lt;/span&gt; &lt;STRONG data-start="981" data-end="1008"&gt;Highlighted Discussions&lt;/STRONG&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI data-start="1013" data-end="1170"&gt;&lt;A href="https://community.databricks.com/t5/get-started-discussions/stateless-streaming-with-aggregations-on-a-dlt-lakeflow-pipeline/td-p/134240" target="_self"&gt;&lt;EM data-start="1013" data-end="1079"&gt;Stateless Streaming with Aggregations on a DLT/Lakeflow Pipeline&lt;/EM&gt; — shared best practices for using &lt;CODE data-start="1114" data-end="1128"&gt;foreachBatch&lt;/CODE&gt; and managing low-latency Silver tables.&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1173" data-end="1272"&gt;&lt;A href="https://community.databricks.com/t5/generative-ai/ai-query-not-affected-by-ai-gateway-s-rate-limits/m-p/134257#M1196" target="_blank" rel="noopener"&gt;&lt;EM data-start="1173" data-end="1207"&gt;AI Query and Gateway Rate Limits&lt;/EM&gt; — understanding AI Gateway behavior and rate limiting nuances.&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1275" data-end="1386"&gt;&lt;A href="https://community.databricks.com/t5/generative-ai/function-calling-and-tool-integration-empowering-agents-to-take/m-p/134874#M1229" target="_blank" rel="noopener"&gt;&lt;EM data-start="1275" data-end="1314"&gt;Function Calling and Tool Integration&lt;/EM&gt; — an open conversation on safely designing autonomous AI agent tools.&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1389" data-end="1503"&gt;&lt;A href="https://community.databricks.com/t5/data-engineering/accessing-spark-ui-in-free-edition/m-p/134314" target="_self"&gt;&lt;EM data-start="1389" data-end="1425"&gt;Accessing Spark UI in Free Edition&lt;/EM&gt; — clarifying how learners can explore Spark UI and their DE learning paths.&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1506" data-end="1644"&gt;&lt;A href="https://community.databricks.com/t5/data-engineering/i-tried-teaching-databricks-about-itself-here-s-what-happened/td-p/134296" target="_blank" rel="noopener"&gt;&lt;EM data-start="1506" data-end="1571"&gt;I Tried Teaching Databricks About Itself — Here’s What Happened&lt;/EM&gt; — a creative experiment exploring Databricks’ self-learning potential.&lt;/A&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P data-start="1646" data-end="1673"&gt;&lt;span class="lia-unicode-emoji" title=":round_pushpin:"&gt;📍&lt;/span&gt; &lt;STRONG data-start="1649" data-end="1671"&gt;Community &amp;amp; Events&lt;/STRONG&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI data-start="1676" data-end="1726"&gt;&lt;A href="https://community.databricks.com/t5/kansas-city/databricks-user-group-overland-park-oct-28-2025/m-p/134426#M55" target="_blank" rel="noopener"&gt;&lt;EM data-start="1676" data-end="1715"&gt;Databricks User Group – Overland Park&lt;/EM&gt; | Oct 28&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1729" data-end="1842"&gt;&lt;A href="https://community.databricks.com/t5/st-louis/databricks-user-group-st-louis-oct-30-2025/m-p/134424#M234" target="_blank" rel="noopener"&gt;&lt;EM data-start="1729" data-end="1764"&gt;Databricks User Group – St. Louis&lt;/EM&gt; | Oct 30&amp;nbsp;&lt;/A&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P data-start="1844" data-end="1896"&gt;&lt;span class="lia-unicode-emoji" title=":white_heavy_check_mark:"&gt;✅&lt;/span&gt; &lt;STRONG data-start="1846" data-end="1882"&gt;30+ questions resolved this week&lt;/STRONG&gt;, including:&lt;/P&gt;
&lt;UL&gt;
&lt;LI data-start="1899" data-end="1938"&gt;Auto Loader ingestion best practices.&lt;/LI&gt;
&lt;LI data-start="1941" data-end="1988"&gt;DBU consumption tracking for serverless jobs.&lt;/LI&gt;
&lt;LI data-start="1991" data-end="2037"&gt;API Genie and Declarative Pipeline warnings.&lt;/LI&gt;
&lt;LI data-start="2040" data-end="2099"&gt;Materialized view creation errors and missing privileges.&lt;/LI&gt;
&lt;LI data-start="2102" data-end="2149"&gt;Cross-region Delta Lake data loss prevention.&lt;/LI&gt;
&lt;LI data-start="2152" data-end="2209"&gt;Cluster, volume, and node availability troubleshooting.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P data-start="2218" data-end="2480"&gt;&lt;STRONG data-start="2221" data-end="2271"&gt;A huge thank you to all community contributors&lt;/STRONG&gt; — your insights, curiosity, and problem-solving energy fuel our growth week after week. Let’s keep the discussions going and bring even more great things to the Databricks Community as October continues! &lt;span class="lia-unicode-emoji" title=":glowing_star:"&gt;🌟&lt;/span&gt;&lt;/P&gt;</description>
    <pubDate>Wed, 15 Oct 2025 15:50:26 GMT</pubDate>
    <dc:creator>Sujitha</dc:creator>
    <dc:date>2025-10-15T15:50:26Z</dc:date>
    <item>
      <title>🚀 Weekly Delta (8 - 14 October): A Look Back at This Week’s Top Community Highlights</title>
      <link>https://community.databricks.com/t5/announcements/weekly-delta-8-14-october-a-look-back-at-this-week-s-top/m-p/135023#M382</link>
      <description>&lt;P data-start="149" data-end="379"&gt;We kept the October momentum going strong &lt;span class="lia-unicode-emoji" title=":maple_leaf:"&gt;🍁&lt;/span&gt; — with vibrant technical discussions, creative experiments, and deep dives into AI, streaming, and governance. Here’s a look at what stood out this week in the Databricks Community &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_down:"&gt;👇&lt;/span&gt;&lt;/P&gt;
&lt;P data-start="381" data-end="414"&gt;&lt;span class="lia-unicode-emoji" title=":blue_book:"&gt;📘&lt;/span&gt; &lt;STRONG data-start="384" data-end="412"&gt;Fresh Content &amp;amp; Articles&lt;/STRONG&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI data-start="687" data-end="784"&gt;&lt;A href="https://community.databricks.com/t5/get-started-discussions/databricks-policies-and-bundles-inheritance-let-policies-rule/m-p/134676#M10841" target="_blank" rel="noopener"&gt;&lt;EM data-start="687" data-end="761"&gt;Databricks Policies and Bundles Inheritance: Let Policies Rule Your DABs&lt;/EM&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="787" data-end="841"&gt;&lt;A href="https://community.databricks.com/t5/community-articles/api-consumption-on-databricks/m-p/134487#M724" target="_blank" rel="noopener"&gt;&lt;EM data-start="787" data-end="818"&gt;API Consumption on Databricks&lt;/EM&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="844" data-end="976"&gt;&lt;A href="https://community.databricks.com/t5/community-articles/validating-pointer-based-delta-comparison-architecture-using/m-p/134883#M728" target="_blank" rel="noopener"&gt;&lt;EM data-start="844" data-end="953"&gt;Validating Pointer-Based Delta Comparison Architecture Using flatMapGroupsWithState in Structured Streaming&lt;/EM&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P data-start="978" data-end="1010"&gt;&lt;span class="lia-unicode-emoji" title=":speech_balloon:"&gt;💬&lt;/span&gt; &lt;STRONG data-start="981" data-end="1008"&gt;Highlighted Discussions&lt;/STRONG&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI data-start="1013" data-end="1170"&gt;&lt;A href="https://community.databricks.com/t5/get-started-discussions/stateless-streaming-with-aggregations-on-a-dlt-lakeflow-pipeline/td-p/134240" target="_self"&gt;&lt;EM data-start="1013" data-end="1079"&gt;Stateless Streaming with Aggregations on a DLT/Lakeflow Pipeline&lt;/EM&gt; — shared best practices for using &lt;CODE data-start="1114" data-end="1128"&gt;foreachBatch&lt;/CODE&gt; and managing low-latency Silver tables.&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1173" data-end="1272"&gt;&lt;A href="https://community.databricks.com/t5/generative-ai/ai-query-not-affected-by-ai-gateway-s-rate-limits/m-p/134257#M1196" target="_blank" rel="noopener"&gt;&lt;EM data-start="1173" data-end="1207"&gt;AI Query and Gateway Rate Limits&lt;/EM&gt; — understanding AI Gateway behavior and rate limiting nuances.&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1275" data-end="1386"&gt;&lt;A href="https://community.databricks.com/t5/generative-ai/function-calling-and-tool-integration-empowering-agents-to-take/m-p/134874#M1229" target="_blank" rel="noopener"&gt;&lt;EM data-start="1275" data-end="1314"&gt;Function Calling and Tool Integration&lt;/EM&gt; — an open conversation on safely designing autonomous AI agent tools.&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1389" data-end="1503"&gt;&lt;A href="https://community.databricks.com/t5/data-engineering/accessing-spark-ui-in-free-edition/m-p/134314" target="_self"&gt;&lt;EM data-start="1389" data-end="1425"&gt;Accessing Spark UI in Free Edition&lt;/EM&gt; — clarifying how learners can explore Spark UI and their DE learning paths.&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1506" data-end="1644"&gt;&lt;A href="https://community.databricks.com/t5/data-engineering/i-tried-teaching-databricks-about-itself-here-s-what-happened/td-p/134296" target="_blank" rel="noopener"&gt;&lt;EM data-start="1506" data-end="1571"&gt;I Tried Teaching Databricks About Itself — Here’s What Happened&lt;/EM&gt; — a creative experiment exploring Databricks’ self-learning potential.&lt;/A&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P data-start="1646" data-end="1673"&gt;&lt;span class="lia-unicode-emoji" title=":round_pushpin:"&gt;📍&lt;/span&gt; &lt;STRONG data-start="1649" data-end="1671"&gt;Community &amp;amp; Events&lt;/STRONG&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI data-start="1676" data-end="1726"&gt;&lt;A href="https://community.databricks.com/t5/kansas-city/databricks-user-group-overland-park-oct-28-2025/m-p/134426#M55" target="_blank" rel="noopener"&gt;&lt;EM data-start="1676" data-end="1715"&gt;Databricks User Group – Overland Park&lt;/EM&gt; | Oct 28&lt;/A&gt;&lt;/LI&gt;
&lt;LI data-start="1729" data-end="1842"&gt;&lt;A href="https://community.databricks.com/t5/st-louis/databricks-user-group-st-louis-oct-30-2025/m-p/134424#M234" target="_blank" rel="noopener"&gt;&lt;EM data-start="1729" data-end="1764"&gt;Databricks User Group – St. Louis&lt;/EM&gt; | Oct 30&amp;nbsp;&lt;/A&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P data-start="1844" data-end="1896"&gt;&lt;span class="lia-unicode-emoji" title=":white_heavy_check_mark:"&gt;✅&lt;/span&gt; &lt;STRONG data-start="1846" data-end="1882"&gt;30+ questions resolved this week&lt;/STRONG&gt;, including:&lt;/P&gt;
&lt;UL&gt;
&lt;LI data-start="1899" data-end="1938"&gt;Auto Loader ingestion best practices.&lt;/LI&gt;
&lt;LI data-start="1941" data-end="1988"&gt;DBU consumption tracking for serverless jobs.&lt;/LI&gt;
&lt;LI data-start="1991" data-end="2037"&gt;API Genie and Declarative Pipeline warnings.&lt;/LI&gt;
&lt;LI data-start="2040" data-end="2099"&gt;Materialized view creation errors and missing privileges.&lt;/LI&gt;
&lt;LI data-start="2102" data-end="2149"&gt;Cross-region Delta Lake data loss prevention.&lt;/LI&gt;
&lt;LI data-start="2152" data-end="2209"&gt;Cluster, volume, and node availability troubleshooting.&lt;/LI&gt;
&lt;/UL&gt;
&lt;P data-start="2218" data-end="2480"&gt;&lt;STRONG data-start="2221" data-end="2271"&gt;A huge thank you to all community contributors&lt;/STRONG&gt; — your insights, curiosity, and problem-solving energy fuel our growth week after week. Let’s keep the discussions going and bring even more great things to the Databricks Community as October continues! &lt;span class="lia-unicode-emoji" title=":glowing_star:"&gt;🌟&lt;/span&gt;&lt;/P&gt;</description>
      <pubDate>Wed, 15 Oct 2025 15:50:26 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/weekly-delta-8-14-october-a-look-back-at-this-week-s-top/m-p/135023#M382</guid>
      <dc:creator>Sujitha</dc:creator>
      <dc:date>2025-10-15T15:50:26Z</dc:date>
    </item>
    <item>
      <title>Re: 🚀 Weekly Delta (8 - 14 October): A Look Back at This Week’s Top Community Highlights</title>
      <link>https://community.databricks.com/t5/announcements/weekly-delta-8-14-october-a-look-back-at-this-week-s-top/m-p/135032#M383</link>
      <description>&lt;P&gt;Awesome!!&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":smiling_face_with_sunglasses:"&gt;😎&lt;/span&gt;&lt;BR /&gt;&lt;BR /&gt;Thanks&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/5"&gt;@Sujitha&lt;/a&gt;&amp;nbsp;&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":raising_hands:"&gt;🙌&lt;/span&gt;&lt;BR /&gt;&lt;BR /&gt;All the best,&lt;BR /&gt;BS&lt;/P&gt;</description>
      <pubDate>Wed, 15 Oct 2025 16:13:58 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/weekly-delta-8-14-october-a-look-back-at-this-week-s-top/m-p/135032#M383</guid>
      <dc:creator>BS_THE_ANALYST</dc:creator>
      <dc:date>2025-10-15T16:13:58Z</dc:date>
    </item>
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