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  <channel>
    <title>All Announcements posts</title>
    <link>https://community.databricks.com/t5/announcements/bd-p/Announcements</link>
    <description>All Announcements posts</description>
    <pubDate>Mon, 10 Aug 2026 16:51:17 GMT</pubDate>
    <dc:creator>Announcements</dc:creator>
    <dc:date>2026-08-10T16:51:17Z</dc:date>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165248#M988</link>
      <description>&lt;P&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/152748"&gt;@Rishabh_Tiwari&lt;/a&gt;&amp;nbsp; Thank u so much !!&amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;A href="https://www.linkedin.com/posts/rahul-k-b77ab221_databricks-dataal-databricks-activity-7492542568694702081-WMa5?utm_source=share&amp;amp;utm_medium=member_desktop&amp;amp;rcm=ACoAAASclwsBxvwp96iLg4mSM6BaBKgswBHJ9B0" target="_blank"&gt;https://www.linkedin.com/posts/rahul-k-b77ab221_databricks-dataal-databricks-activity-7492542568694702081-WMa5?utm_source=share&amp;amp;utm_medium=member_desktop&amp;amp;rcm=ACoAAASclwsBxvwp96iLg4mSM6BaBKgswBHJ9B0&lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Mon, 10 Aug 2026 11:32:30 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165248#M988</guid>
      <dc:creator>rkhand14_ltm</dc:creator>
      <dc:date>2026-08-10T11:32:30Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165241#M987</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/227370"&gt;@Agam&lt;/a&gt;&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/246578"&gt;@rkhand14_ltm&lt;/a&gt;&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/246392"&gt;@bcastelino&lt;/a&gt;&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/245569"&gt;@JimmyVikash&lt;/a&gt;&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/246618"&gt;@hujla&lt;/a&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Don't forget to Celebrate your recognition, share your&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Databricks Community profile&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;or your new badge on LinkedIn and let your network know you've been recognized in the Databricks Community.&amp;nbsp;&lt;SPAN&gt;After sharing on LinkedIn,&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;drop the link to your post in the comments below.&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;We'd love to celebrate your achievement and help other community members discover your work and connect with you.&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;&lt;STRONG&gt;Note: Suggested linkedIn post is available at top in this post.&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;Thanks&lt;BR /&gt;Rishabh&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Mon, 10 Aug 2026 11:04:46 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165241#M987</guid>
      <dc:creator>Rishabh_Tiwari</dc:creator>
      <dc:date>2026-08-10T11:04:46Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165240#M986</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/227370"&gt;@Agam&lt;/a&gt;&amp;nbsp;,&lt;/P&gt;
&lt;P&gt;Thank you for reaching out. We have verified and added the badge on your profile. Congratulations!&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Thanks&lt;BR /&gt;Rishabh&lt;/P&gt;</description>
      <pubDate>Mon, 10 Aug 2026 11:00:06 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165240#M986</guid>
      <dc:creator>Rishabh_Tiwari</dc:creator>
      <dc:date>2026-08-10T11:00:06Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165239#M985</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/246578"&gt;@rkhand14_ltm&lt;/a&gt;&amp;nbsp;,&lt;/P&gt;
&lt;P&gt;Thank you for reaching out. We have verified and added the badge on your profile. Congratulations!&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Thanks&lt;BR /&gt;Rishabh&lt;/P&gt;</description>
      <pubDate>Mon, 10 Aug 2026 10:58:30 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165239#M985</guid>
      <dc:creator>Rishabh_Tiwari</dc:creator>
      <dc:date>2026-08-10T10:58:30Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165238#M984</link>
      <description>&lt;P&gt;Hi &lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/152748"&gt;@Rishabh_Tiwari&lt;/a&gt;,&lt;/P&gt;&lt;P&gt;I hope you are keeping well.&amp;nbsp;&lt;SPAN&gt;I am a Databricks partner, but do not see the partner badge. Can you please check and confirm.&lt;/SPAN&gt;&lt;/P&gt;</description>
      <pubDate>Mon, 10 Aug 2026 10:46:55 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165238#M984</guid>
      <dc:creator>Agam</dc:creator>
      <dc:date>2026-08-10T10:46:55Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165184#M983</link>
      <description>&lt;P&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/152748"&gt;@Rishabh_Tiwari&lt;/a&gt;&amp;nbsp; Can i follow up on below request -&amp;nbsp;&amp;nbsp;&lt;/P&gt;&lt;P&gt;I don't currently see the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Databricks Partner&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;badge on my community profile. I am working with LTM (formerly known as LTIMINDTREE)&lt;/P&gt;&lt;P&gt;Could you please verify my eligibility and help enable the Partner badge for my account?&lt;/P&gt;</description>
      <pubDate>Sun, 09 Aug 2026 11:46:52 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165184#M983</guid>
      <dc:creator>rkhand14_ltm</dc:creator>
      <dc:date>2026-08-09T11:46:52Z</dc:date>
    </item>
    <item>
      <title>CUSTOMER STORY | How Bupa Australia Unified Health Data and Accelerated Analytics 8x with Databricks</title>
      <link>https://community.databricks.com/t5/announcements/customer-story-how-bupa-australia-unified-health-data-and/m-p/165094#M982</link>
      <description>&lt;P&gt;&lt;SPAN&gt;&lt;EM&gt;"The Databricks Platform gives us a single source of truth for customer centricity. We're over eight times faster than we were three years ago."&lt;/EM&gt;&amp;nbsp; &amp;nbsp; &amp;nbsp;&amp;nbsp;&lt;STRONG&gt;-&amp;nbsp;&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;STRONG&gt;Ed Falconer, Chief Data Officer, Bupa Australia&lt;/STRONG&gt;&lt;/P&gt;
&lt;P&gt;&lt;STRONG&gt;Bupa Australia&lt;/STRONG&gt;&lt;SPAN&gt; is bringing more than &lt;/SPAN&gt;&lt;STRONG&gt;90% of its business and customer data&lt;/STRONG&gt;&lt;SPAN&gt; onto one governed platform with &lt;/SPAN&gt;&lt;STRONG&gt;Databricks and Unity Catalog&lt;/STRONG&gt;&lt;SPAN&gt;. With a trusted foundation for analytics, machine learning, and personalization, Bupa is helping teams move faster while building toward more proactive, personalized healthcare experiences.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;FONT size="4"&gt;&lt;STRONG&gt;Key highlights:&lt;/STRONG&gt;&lt;/FONT&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;90% of data consolidated:&lt;/STRONG&gt;&lt;SPAN&gt; Bupa brought its business and customer data together on a single governed platform, helping teams work from a shared source of truth.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;2,500+ data users and growing:&lt;/STRONG&gt;&lt;SPAN&gt; More users can access trusted data through one central platform instead of navigating fragmented legacy systems.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;8x faster delivery:&lt;/STRONG&gt;&lt;SPAN&gt; Data and analytics outcomes are now delivered more than eight times faster than they were three years ago.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Faster personalization:&lt;/STRONG&gt;&lt;SPAN&gt; Around &lt;/SPAN&gt;&lt;STRONG&gt;1,500 data features&lt;/STRONG&gt;&lt;SPAN&gt; support campaign management and decisioning across millions of customer touchpoints each year.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Governance built in:&lt;/STRONG&gt; &lt;STRONG&gt;Unity Catalog&lt;/STRONG&gt;&lt;SPAN&gt; helps Bupa manage access, lineage, and data permissions while keeping customer privacy and consent at the center.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P class="p8i6j01 paragraph"&gt;&lt;A style="background-color: #ff3621; color: white; padding: 10px 20px; text-decoration: none; border-radius: 5px; font-weight: bold; display: inline-block;" href="https://www.databricks.com/customers/bupaaustralia?utm_source=bambu&amp;amp;utm_medium=social&amp;amp;utm_campaign=advocacy" target="_blank" rel="noopener"&gt; &lt;span class="lia-unicode-emoji" title=":link:"&gt;🔗&lt;/span&gt; Check out the ful story &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_left:"&gt;👈&lt;/span&gt;&lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Fri, 07 Aug 2026 12:21:14 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/customer-story-how-bupa-australia-unified-health-data-and/m-p/165094#M982</guid>
      <dc:creator>Tushar_Parekar</dc:creator>
      <dc:date>2026-08-07T12:21:14Z</dc:date>
    </item>
    <item>
      <title>Announcement | Introducing OfficeQA Pro V2: Grounded-Reasoning Benchmark for Enterprise Data</title>
      <link>https://community.databricks.com/t5/announcements/announcement-introducing-officeqa-pro-v2-grounded-reasoning/m-p/165045#M981</link>
      <description>&lt;P&gt;&lt;SPAN&gt;Databricks has released &lt;/SPAN&gt;&lt;STRONG&gt;OfficeQA Pro V2&lt;/STRONG&gt;&lt;SPAN&gt;, a new benchmark for testing how well AI agents answer complex questions using evidence from large, unfamiliar document collections. Built from more than &lt;/SPAN&gt;&lt;STRONG&gt;1,400 U.S. Treasury PDFs&lt;/STRONG&gt;&lt;SPAN&gt; spanning &lt;/SPAN&gt;&lt;STRONG&gt;1793–2024&lt;/STRONG&gt;&lt;SPAN&gt;, the benchmark is designed to measure grounded reasoning in enterprise-style tasks, not just general question answering.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;FONT size="4"&gt;&lt;STRONG&gt;Key highlights&lt;/STRONG&gt;&lt;/FONT&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;A demanding new benchmark&lt;/STRONG&gt;&lt;SPAN&gt;: OfficeQA Pro V2 includes &lt;/SPAN&gt;&lt;STRONG&gt;90 questions&lt;/STRONG&gt;&lt;SPAN&gt; over roughly &lt;/SPAN&gt;&lt;STRONG&gt;120,000 pages&lt;/STRONG&gt;&lt;SPAN&gt;, with a median of &lt;/SPAN&gt;&lt;STRONG&gt;5.5 source documents per question&lt;/STRONG&gt;&lt;SPAN&gt;. Many questions require retrieval, calculations, changing reporting conventions, and careful use of evidence.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Built to test generalization&lt;/STRONG&gt;&lt;SPAN&gt;: The benchmark uses a new corpus so teams can evaluate whether improvements carry over to unfamiliar documents and tasks, rather than optimizing for one known dataset.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Created with synthetic data and verification&lt;/STRONG&gt;&lt;SPAN&gt;: Databricks used a synthetic-data pipeline with automated checks, independent solver agents, and human review to create questions with traceable answers.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Agent harnesses matter&lt;/STRONG&gt;&lt;SPAN&gt;: In Databricks’ evaluation, out-of-the-box agents averaged &lt;/SPAN&gt;&lt;STRONG&gt;26% accuracy&lt;/STRONG&gt;&lt;SPAN&gt;, while Genie improved results by an average of &lt;/SPAN&gt;&lt;STRONG&gt;24 percentage points&lt;/STRONG&gt;&lt;SPAN&gt; across matched model comparisons, reaching up to &lt;/SPAN&gt;&lt;STRONG&gt;60% accuracy&lt;/STRONG&gt;&lt;SPAN&gt; in the strongest configuration.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Still a hard problem&lt;/STRONG&gt;&lt;SPAN&gt;: The results show meaningful progress, but also continued challenges with document parsing, retrieval, historical revisions, and analytical reasoning.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;&lt;SPAN&gt;OfficeQA Pro V2 is now available on &lt;/SPAN&gt;&lt;STRONG&gt;Hugging Face&lt;/STRONG&gt;&lt;SPAN&gt;, with evaluation code available on GitHub. Teams can use it to compare models and agent architectures, identify where failures occur, and measure how changes affect accuracy, cost, and latency before applying them to their own enterprise data.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p8i6j01 paragraph"&gt;&lt;A style="background-color: #ff3621; color: white; padding: 10px 20px; text-decoration: none; border-radius: 5px; font-weight: bold; display: inline-block;" href="https://www.databricks.com/blog/introducing-officeqa-pro-v2-new-benchmark-enterprise-grounded-reasoning?utm_source=bambu&amp;amp;utm_medium=social&amp;amp;utm_campaign=advocacy" target="_blank" rel="noopener"&gt; &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_right:"&gt;👉&lt;/span&gt; Read the full post here &lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Thu, 06 Aug 2026 17:14:36 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/announcement-introducing-officeqa-pro-v2-grounded-reasoning/m-p/165045#M981</guid>
      <dc:creator>Tushar_Parekar</dc:creator>
      <dc:date>2026-08-06T17:14:36Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165041#M980</link>
      <description>&lt;P&gt;Hi&amp;nbsp;Rishabh,&amp;nbsp;I don't currently see the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Databricks Partner&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;badge on my community profile. I am working with LTM (formely known as LTIMINDTREE)&lt;/P&gt;&lt;P&gt;Could you please verify my eligibility and help enable the Partner badge for my account?&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 06 Aug 2026 14:59:58 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165041#M980</guid>
      <dc:creator>rkhand14_ltm</dc:creator>
      <dc:date>2026-08-06T14:59:58Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165036#M979</link>
      <description>&lt;P&gt;Thanks&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/152748"&gt;@Rishabh_Tiwari&lt;/a&gt;&amp;nbsp;&lt;BR /&gt;Much Appreciated!&lt;/P&gt;</description>
      <pubDate>Thu, 06 Aug 2026 14:39:01 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165036#M979</guid>
      <dc:creator>bcastelino</dc:creator>
      <dc:date>2026-08-06T14:39:01Z</dc:date>
    </item>
    <item>
      <title>Re: 🌟 Community Pulse: Your Weekly Roundup! July 20 – August 02, 2026</title>
      <link>https://community.databricks.com/t5/announcements/community-pulse-your-weekly-roundup-july-20-august-02-2026/m-p/165026#M978</link>
      <description>&lt;P&gt;Kudos to all the members and bricksters for their contributions&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":clapping_hands:"&gt;👏&lt;/span&gt;&lt;BR /&gt;Thanks for sharing&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/152834"&gt;@Advika&lt;/a&gt;!&lt;/P&gt;</description>
      <pubDate>Thu, 06 Aug 2026 13:20:09 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/community-pulse-your-weekly-roundup-july-20-august-02-2026/m-p/165026#M978</guid>
      <dc:creator>Sumit_7</dc:creator>
      <dc:date>2026-08-06T13:20:09Z</dc:date>
    </item>
    <item>
      <title>Announcement | Take Insights Anywhere with Genie One on Mobile</title>
      <link>https://community.databricks.com/t5/announcements/announcement-take-insights-anywhere-with-genie-one-on-mobile/m-p/165021#M977</link>
      <description>&lt;P&gt;&lt;SPAN&gt;Databricks is bringing &lt;/SPAN&gt;&lt;STRONG&gt;Genie One&lt;/STRONG&gt;&lt;SPAN&gt; to native iOS and Android apps, giving business users access to governed data, dashboards, and apps wherever work happens. Genie One on mobile is currently available in &lt;/SPAN&gt;&lt;STRONG&gt;Public Preview&lt;/STRONG&gt;&lt;SPAN&gt;.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;FONT size="4"&gt;&lt;STRONG&gt;What’s new&lt;/STRONG&gt;&lt;/FONT&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Ask questions on the go&lt;/STRONG&gt;&lt;SPAN&gt; – Chat with Genie in natural language and get answers grounded in your organization’s data, business logic, and permissions.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Explore dashboards from your phone&lt;/STRONG&gt;&lt;SPAN&gt; – AI/BI dashboards adapt to smaller screens, with widgets reflowing into a mobile-friendly layout.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Access apps and take action&lt;/STRONG&gt;&lt;SPAN&gt; – Discover Databricks Apps and use Genie’s conversational capabilities without waiting to get back to a laptop.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Use the same trusted context&lt;/STRONG&gt;&lt;SPAN&gt; – Genie One can draw on governed Databricks data and connected enterprise sources, while respecting the permissions attached to each source.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Keep existing security controls&lt;/STRONG&gt;&lt;SPAN&gt; – The mobile app uses the same sign-in flow as the web experience, including SSO, MFA, and existing identity-provider policies. Unity Catalog permissions, row- and column-level security, and workspace access controls still apply.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;No separate mobile data plane&lt;/STRONG&gt;&lt;SPAN&gt; – The app connects to the same Databricks account and workspace URLs as the browser, so existing network controls such as IP access lists, VPN, and Private Link continue to apply.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;&lt;SPAN&gt;The main idea is simple: business users should not have to wait until they are back at their desks to ask a question, check a KPI, or explore an insight. Genie One brings the same governed data and business context to the phone, while keeping access and security aligned with the web experience.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p8i6j01 paragraph"&gt;&lt;A style="background-color: #ff3621; color: white; padding: 10px 20px; text-decoration: none; border-radius: 5px; font-weight: bold; display: inline-block;" href="https://www.databricks.com/blog/take-insights-anywhere-genie-one-mobile?utm_source=bambu&amp;amp;utm_medium=social&amp;amp;utm_campaign=advocacy" target="_blank" rel="noopener"&gt; &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_right:"&gt;👉&lt;/span&gt; Read the full post here &lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Thu, 06 Aug 2026 11:06:05 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/announcement-take-insights-anywhere-with-genie-one-on-mobile/m-p/165021#M977</guid>
      <dc:creator>Tushar_Parekar</dc:creator>
      <dc:date>2026-08-06T11:06:05Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165017#M976</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/246392"&gt;@bcastelino&lt;/a&gt;&amp;nbsp;,&lt;/P&gt;
&lt;P&gt;Thank you for reaching out. We have verified and added the badge on your profile. Congratulations!&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Thanks&lt;BR /&gt;Rishabh&lt;/P&gt;</description>
      <pubDate>Thu, 06 Aug 2026 09:52:50 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/165017#M976</guid>
      <dc:creator>Rishabh_Tiwari</dc:creator>
      <dc:date>2026-08-06T09:52:50Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/164978#M975</link>
      <description>&lt;P&gt;Hi&amp;nbsp;Rishabh,&amp;nbsp;I don't currently see the&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;&lt;STRONG&gt;Databricks Partner&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;badge on my community profile.&lt;/P&gt;&lt;P&gt;Could you please verify my eligibility and help enable the Partner badge for my account?&lt;/P&gt;</description>
      <pubDate>Wed, 05 Aug 2026 19:08:32 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/164978#M975</guid>
      <dc:creator>bcastelino</dc:creator>
      <dc:date>2026-08-05T19:08:32Z</dc:date>
    </item>
    <item>
      <title>Re: Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Communit</title>
      <link>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/164969#M974</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/245569"&gt;@JimmyVikash&lt;/a&gt;&amp;nbsp;,&lt;/P&gt;
&lt;P&gt;&lt;SPAN&gt;The badge is showing on your account. Could you please sign out and sign back in, then let us know if you can see it? You can verify it by going to &lt;/SPAN&gt;&lt;STRONG&gt;&lt;SPAN&gt;Profile&lt;/SPAN&gt;&lt;/STRONG&gt;&lt;SPAN&gt; and selecting &lt;/SPAN&gt;&lt;STRONG&gt;&lt;SPAN&gt;View My Badge&lt;/SPAN&gt;&lt;/STRONG&gt;&lt;SPAN&gt;.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Rishabh_Tiwari_0-1785949044899.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29767iF5E6F5F839170719/image-size/large?v=v2&amp;amp;px=999" role="button" title="Rishabh_Tiwari_0-1785949044899.png" alt="Rishabh_Tiwari_0-1785949044899.png" /&gt;&lt;/span&gt;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;Thanks&lt;BR /&gt;Rishabh&lt;/P&gt;</description>
      <pubDate>Wed, 05 Aug 2026 17:00:32 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/164969#M974</guid>
      <dc:creator>Rishabh_Tiwari</dc:creator>
      <dc:date>2026-08-05T17:00:32Z</dc:date>
    </item>
    <item>
      <title>Announcement | Unity AI Gateway is Generally Available</title>
      <link>https://community.databricks.com/t5/announcements/announcement-unity-ai-gateway-is-generally-available/m-p/164943#M973</link>
      <description>&lt;P&gt;&lt;SPAN&gt;Databricks has announced the &lt;/SPAN&gt;&lt;STRONG&gt;General Availability of Unity AI Gateway&lt;/STRONG&gt;&lt;SPAN&gt;, a unified way to govern AI spend, security, and model choice across agents, models, MCP servers, coding agents, skills, and tools.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;FONT size="4"&gt;&lt;STRONG&gt;What’s new&lt;/STRONG&gt;&lt;/FONT&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;One control plane for AI&lt;/STRONG&gt;&lt;SPAN&gt;: Manage access, traffic, policies, and governance across Databricks-hosted and external AI services without locking teams into one provider or framework.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Clearer AI cost management&lt;/STRONG&gt;&lt;SPAN&gt;: Track usage and attribute spend across users, teams, applications, models, and providers, while setting budgets, alerts, and usage controls.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Runtime guardrails and policies&lt;/STRONG&gt;&lt;SPAN&gt;: Inspect and control prompts, responses, agent actions, and tool calls to help protect sensitive data and enforce business rules.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Open model and tool choice&lt;/STRONG&gt;&lt;SPAN&gt;: Connect models, coding agents, MCP servers, and AI tools through a governed layer, making it easier to adopt new options as they become available.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Smart Routing in Beta&lt;/STRONG&gt;&lt;SPAN&gt;: Route requests across models based on factors such as quality, cost, performance, availability, and budget to help teams get more value from their AI spend.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P class="p8i6j01 paragraph"&gt;&lt;A style="background-color: #ff3621; color: white; padding: 10px 20px; text-decoration: none; border-radius: 5px; font-weight: bold; display: inline-block;" href="https://www.databricks.com/blog/unity-ai-gateway-generally-available?utm_source=bambu&amp;amp;utm_medium=social&amp;amp;utm_campaign=advocacy" target="_blank" rel="noopener"&gt; &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_right:"&gt;👉&lt;/span&gt; Read the full post here &lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Wed, 05 Aug 2026 13:52:12 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/announcement-unity-ai-gateway-is-generally-available/m-p/164943#M973</guid>
      <dc:creator>Tushar_Parekar</dc:creator>
      <dc:date>2026-08-05T13:52:12Z</dc:date>
    </item>
    <item>
      <title>CUSTOMER STORY | Worldpanel by Numerator Cut Reporting from 12 Days to 1 with Lakebase on Databricks</title>
      <link>https://community.databricks.com/t5/announcements/customer-story-worldpanel-by-numerator-cut-reporting-from-12/m-p/164929#M972</link>
      <description>&lt;P&gt;&lt;SPAN&gt;&lt;EM&gt;"We’ve got billions of records, but scale only matters if people can use it. Lakebase makes that data fast and governed, so our teams answer client questions instead of waiting on specialists."&amp;nbsp;&lt;/EM&gt; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;&lt;STRONG&gt;-&amp;nbsp;&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;STRONG&gt;Mike Nyhan, Product Director for Data as a Service, Worldpanel by Numerator&lt;/STRONG&gt;&lt;/P&gt;
&lt;P&gt;&lt;STRONG&gt;Worldpanel by Numerator&lt;/STRONG&gt;&lt;SPAN&gt;, a global shopper intelligence provider, built &lt;/SPAN&gt;&lt;STRONG&gt;Item Picker&lt;/STRONG&gt;&lt;SPAN&gt; on &lt;/SPAN&gt;&lt;STRONG&gt;Lakebase and the Databricks Platform&lt;/STRONG&gt;&lt;SPAN&gt; to make massive transaction datasets easier for everyday users to navigate. The result: global report delivery improved from &lt;/SPAN&gt;&lt;STRONG&gt;12 days to 1 day&lt;/STRONG&gt;&lt;SPAN&gt;, while teams can work with billions of records and thousands of attributes through a fast, governed experience.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;FONT size="4"&gt;&lt;STRONG&gt;Key highlights:&lt;/STRONG&gt;&lt;/FONT&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;12 days → 1 day:&lt;/STRONG&gt;&lt;SPAN&gt; One global report is now delivered 11 days faster, with a longer-term goal of moving toward near-zero-day reporting after each period ends.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;18B transaction records made usable:&lt;/STRONG&gt;&lt;SPAN&gt; Item Picker helps teams explore and select data at scale without relying on a small group of specialists.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;8K attributes in one interface:&lt;/STRONG&gt;&lt;SPAN&gt; Users can choose the fields they need through a single Lakebase-powered experience.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;A faster, governed foundation:&lt;/STRONG&gt;&lt;SPAN&gt; Lakebase provides the performance, permissions, and direct connection needed to serve data without copying it into separate systems or maintaining custom sync processes.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Built for what’s next:&lt;/STRONG&gt;&lt;SPAN&gt; The same foundation can support broader self-service experiences and future AI-powered insights.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P class="p8i6j01 paragraph"&gt;&lt;A style="background-color: #ff3621; color: white; padding: 10px 20px; text-decoration: none; border-radius: 5px; font-weight: bold; display: inline-block;" href="https://www.databricks.com/customers/numerator/lakebase?utm_source=bambu&amp;amp;utm_medium=social&amp;amp;utm_campaign=advocacy" target="_blank" rel="noopener"&gt; &lt;span class="lia-unicode-emoji" title=":link:"&gt;🔗&lt;/span&gt; Check out the full story&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_left:"&gt;👈&lt;/span&gt;&lt;/A&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 05 Aug 2026 09:50:21 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/customer-story-worldpanel-by-numerator-cut-reporting-from-12/m-p/164929#M972</guid>
      <dc:creator>Tushar_Parekar</dc:creator>
      <dc:date>2026-08-05T09:50:21Z</dc:date>
    </item>
    <item>
      <title>Re: 🌟 Community Pulse: Your Weekly Roundup! July 20 – August 02, 2026</title>
      <link>https://community.databricks.com/t5/announcements/community-pulse-your-weekly-roundup-july-20-august-02-2026/m-p/164889#M971</link>
      <description>&lt;P&gt;Thank you, &lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/152834"&gt;@Advika&lt;/a&gt;! Always glad to be part of this community. Congrats to the other Stars and the Brickster contributors too.&lt;/P&gt;</description>
      <pubDate>Tue, 04 Aug 2026 21:18:07 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/community-pulse-your-weekly-roundup-july-20-august-02-2026/m-p/164889#M971</guid>
      <dc:creator>Brahmareddy</dc:creator>
      <dc:date>2026-08-04T21:18:07Z</dc:date>
    </item>
    <item>
      <title>🌟 Community Pulse: Your Weekly Roundup! July 20 – August 02, 2026</title>
      <link>https://community.databricks.com/t5/announcements/community-pulse-your-weekly-roundup-july-20-august-02-2026/m-p/164880#M970</link>
      <description>&lt;DIV style="font-family: Arial, sans-serif; max-width: 900px; margin: auto; color: #0b2026; line-height: 1.6;"&gt;
&lt;DIV style="background-color: #0b2026; border-radius: 12px; padding: 35px; margin-bottom: 40px; text-align: left; position: relative;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-right" image-alt="Untitled design (12).png" style="width: 248px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/25594i7FCB596E1C4E4F2F/image-dimensions/248x247?v=v2" width="248" height="247" role="button" title="Untitled design (12).png" alt="Untitled design (12).png" /&gt;&lt;/span&gt;
&lt;DIV style="color: #ff3621; font-size: 13px; font-weight: bold; text-transform: uppercase; letter-spacing: 1.5px; margin-bottom: 10px;"&gt;The Weekly Digest • July 20 – August 2&lt;/DIV&gt;
&lt;H1 style="margin: 0 0 10px 0; color: #f9f7f4; font-size: 36px; letter-spacing: -0.5px;"&gt;Community Pulse&lt;/H1&gt;
&lt;P style="margin: 0; font-size: 18px; color: #eeede9;"&gt;From technical deep-dives to trending discussions – your community digest is here. &lt;span class="lia-unicode-emoji" title=":rolled_up_newspaper:"&gt;🗞&lt;/span&gt;&lt;span class="lia-unicode-emoji" title=":speech_balloon:"&gt;💬&lt;/span&gt;&lt;/P&gt;
&lt;/DIV&gt;
&lt;DIV&gt;
&lt;H3 style="margin-top: 0; color: #0b2026; font-size: 22px; margin-bottom: 15px;"&gt;&lt;span class="lia-unicode-emoji" title=":sports_medal:"&gt;🏅&lt;/span&gt;&lt;FONT face="helvetica" color="#000000"&gt;&amp;nbsp;OUR STANDOUT &lt;FONT color="#FF0000"&gt;COMMUNITY STARS&lt;BR /&gt;&lt;/FONT&gt;&lt;/FONT&gt;&lt;/H3&gt;
&lt;P style="margin-top: 0; color: #0b2026; font-size: 16px; margin-bottom: 20px;"&gt;&amp;nbsp; Celebrating the members who made a difference this period&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":flexed_biceps:"&gt;💪&lt;/span&gt;:&lt;/P&gt;
&lt;DIV style="display: flex; flex-wrap: wrap; gap: 15px; margin-bottom: 30px;"&gt;
&lt;DIV style="display: flex; justify-content: center; align-items: center; background-color: #eeede9; padding: 10px 25px; border-radius: 50px; border: 1px solid #ff3621; min-width: 140px; box-shadow: 0 2px 8px rgba(255,54,33,0.18);"&gt;&lt;SPAN&gt;&lt;STRONG&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/210897"&gt;@balajij8&lt;/a&gt;&lt;/STRONG&gt;&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV style="display: flex; justify-content: center; align-items: center; background-color: #eeede9; padding: 10px 25px; border-radius: 50px; border: 1px solid #ff3621; min-width: 140px; box-shadow: 0 2px 8px rgba(255,54,33,0.18);"&gt;&lt;STRONG&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/245078"&gt;@binlogreader&lt;/a&gt;&lt;/STRONG&gt;&lt;/DIV&gt;
&lt;DIV style="display: flex; justify-content: center; align-items: center; background-color: #eeede9; padding: 10px 25px; border-radius: 50px; border: 1px solid #ff3621; min-width: 140px; box-shadow: 0 2px 8px rgba(255,54,33,0.18);"&gt;&lt;STRONG&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/245135"&gt;@ThomazNeto&lt;/a&gt;&lt;/STRONG&gt;&lt;/DIV&gt;
&lt;DIV style="display: flex; justify-content: center; align-items: center; background-color: #eeede9; padding: 10px 25px; border-radius: 50px; border: 1px solid #ff3621; min-width: 140px; box-shadow: 0 2px 8px rgba(255,54,33,0.18);"&gt;&lt;STRONG&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/102548"&gt;@Brahmareddy&lt;/a&gt;&lt;/STRONG&gt;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;P style="margin-top: 20px; margin-bottom: 15px; color: #0b2026; font-size: 16px;"&gt;&lt;STRONG&gt;+ Top Brickster contributor:&lt;/STRONG&gt;&lt;/P&gt;
&lt;DIV style="display: flex; flex-wrap: wrap; gap: 15px; margin-bottom: 20px;"&gt;
&lt;DIV style="display: flex; justify-content: center; align-items: center; background-color: #eeede9; padding: 10px 25px; border-radius: 50px; border: 1px solid #0b2026; min-width: 140px; box-shadow: 0 2px 8px rgba(11,32,38,0.15);"&gt;&lt;STRONG&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/77492"&gt;@adnan_alvee&lt;/a&gt;&lt;/STRONG&gt;&lt;/DIV&gt;
&lt;DIV style="display: flex; justify-content: center; align-items: center; background-color: #eeede9; padding: 10px 25px; border-radius: 50px; border: 1px solid #0b2026; min-width: 140px; box-shadow: 0 2px 8px rgba(11,32,38,0.15);"&gt;&lt;STRONG&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/112558"&gt;@iyashk-DB&lt;/a&gt;&lt;/STRONG&gt;&lt;/DIV&gt;
&lt;DIV style="display: flex; justify-content: center; align-items: center; background-color: #eeede9; padding: 10px 25px; border-radius: 50px; border: 1px solid #0b2026; min-width: 140px; box-shadow: 0 2px 8px rgba(11,32,38,0.15);"&gt;&lt;STRONG&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/230476"&gt;@AbhilashNagilla&lt;/a&gt;&lt;/STRONG&gt;&lt;/DIV&gt;
&lt;DIV style="display: flex; justify-content: center; align-items: center; background-color: #eeede9; padding: 10px 25px; border-radius: 50px; border: 1px solid #0b2026; min-width: 140px; box-shadow: 0 2px 8px rgba(11,32,38,0.15);"&gt;&lt;STRONG&gt;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/2230"&gt;@Lu_Wang_ENB_DBX&lt;/a&gt;&lt;/STRONG&gt;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;P style="font-size: 13px; color: #0b2026; margin: 0; opacity: 0.8;"&gt;&lt;EM&gt;Note: Names are listed in no particular order.&lt;/EM&gt;&lt;/P&gt;
&lt;/DIV&gt;
&lt;DIV style="display: flex; align-items: center; margin: 28px 0;"&gt;
&lt;DIV style="width: 36px; height: 5px; background-color: #ff3621; border-radius: 4px; flex-shrink: 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;DIV style="flex-grow: 1; height: 2px; background-color: #eeede9; margin-left: 12px; border-radius: 4px;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV&gt;
&lt;H3 style="margin-top: 0; color: #0b2026; font-size: 22px; margin-bottom: 25px;"&gt;&lt;span class="lia-unicode-emoji" title=":open_book:"&gt;📖&lt;/span&gt; &lt;FONT color="#FF0000"&gt;Knowledge&lt;/FONT&gt; Hub&lt;/H3&gt;
&lt;DIV style="display: flex; flex-wrap: wrap; gap: 16px;"&gt;
&lt;DIV style="flex: 1 1 calc(50% - 20px); min-width: 220px; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 10px rgba(11,32,38,0.08); border: 1px solid #eeede9; display: flex; flex-direction: column; height: 100%;"&gt;
&lt;DIV style="background-color: #f59e0b; padding: 10px 20px; display: flex; align-items: center; flex-shrink: 0;"&gt;
&lt;H4 style="margin: 0; color: #f9f7f4; font-size: 15px; font-weight: bold;"&gt;&lt;span class="lia-unicode-emoji" title=":writing_hand:"&gt;✍️&lt;/span&gt;&amp;nbsp;Community Articles&lt;/H4&gt;
&lt;/DIV&gt;
&lt;DIV style="background-color: #f9f7f4; padding: 20px; flex: 1;"&gt;
&lt;UL style="margin: 0; padding: 0; list-style: none; color: #0b2026;"&gt;
&lt;LI style="list-style: none; border-bottom: 1px solid rgba(11,32,38,0.07); padding: 8px 2px;"&gt;&lt;SPAN&gt;●&lt;/SPAN&gt;&amp;nbsp;&amp;nbsp;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 14px; line-height: 1.5; vertical-align: middle;" href="https://community.databricks.com/t5/community-articles/solution-accelerator-series-social-determinants-of-health/m-p/163604#M1377" target="_blank" rel="noopener"&gt;Solution Accelerator Series | Social Determinants of Health&amp;nbsp;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;LI style="list-style: none; border-bottom: 1px solid rgba(11,32,38,0.07); padding: 8px 2px;"&gt;&lt;SPAN&gt;●&lt;/SPAN&gt;&amp;nbsp;&amp;nbsp;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 14px; line-height: 1.5; vertical-align: middle;" href="https://community.databricks.com/t5/community-articles/solution-accelerator-series-measure-ad-effectiveness-with-multi/m-p/164285#M1387" target="_blank" rel="noopener"&gt;Solution Accelerator Series | Measure Ad Effectiveness With Multi-Touch Attribution&amp;nbsp;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;LI style="list-style: none; border-bottom: 1px solid rgba(11,32,38,0.07); padding: 8px 2px;"&gt;&lt;SPAN&gt;●&lt;/SPAN&gt;&amp;nbsp;&amp;nbsp;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 14px; line-height: 1.5; vertical-align: middle;" href="https://community.databricks.com/t5/community-articles/learning-series-advanced-machine-learning-operations/m-p/163725#M1379" target="_blank" rel="noopener"&gt;Learning Series | Advanced Machine Learning Operations&amp;nbsp;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/A&gt;&lt;/LI&gt;
&lt;LI style="list-style: none; border-bottom: 1px solid rgba(11,32,38,0.07); padding: 8px 2px;"&gt;&lt;SPAN&gt;●&lt;/SPAN&gt;&amp;nbsp;&amp;nbsp;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 14px; line-height: 1.5; vertical-align: middle;" href="https://community.databricks.com/t5/community-articles/databricks-amp-microsoft-expand-partnership-to-2030s/m-p/163945#M5462" target="_blank" rel="noopener"&gt;Databricks &amp;amp; Microsoft Expand Partnership to 2030s: Architectural Impact on Azure Databricks&amp;nbsp;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/A&gt;&lt;/LI&gt;
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&lt;DIV style="height: 150px; background: linear-gradient(135deg,#1c3d50 0%,#0b2026 100%); text-align: center; border-bottom: 3px solid #ff3621;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="blog_cover.png" style="width: 998px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29715i553D3D34E757EEBB/image-size/large?v=v2&amp;amp;px=999" role="button" title="blog_cover.png" alt="blog_cover.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
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&lt;DIV style="color: #ff3621; font-size: 10px; font-weight: bold; text-transform: uppercase; letter-spacing: 1.2px; margin-bottom: 8px;"&gt;Technical Blog&lt;/DIV&gt;
&lt;A class="in-cell-link" style="display: block; color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.4; font-weight: bold; letter-spacing: -0.2px; word-break: break-word; overflow-wrap: break-word; margin-bottom: 12px;" href="https://community.databricks.com/t5/technical-blog/serve-tableau-reports-directly-from-databricks-sql/ba-p/164139" target="_blank" rel="noopener"&gt;Serve Tableau Reports Directly from Databricks SQL&lt;/A&gt;&lt;A class="in-cell-link" style="color: #ff3621; text-decoration: none; font-size: 13px; font-weight: 600;" href="https://community.databricks.com/t5/technical-blog/serve-tableau-reports-directly-from-databricks-sql/ba-p/164139" target="_blank" rel="noopener"&gt;Read article&amp;nbsp;&lt;SPAN&gt;→&lt;/SPAN&gt;&lt;/A&gt;&lt;/DIV&gt;
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&lt;TD width="33%" valign="top" style="border: none; width: 33%; vertical-align: top; padding: 8px; word-break: break-word; overflow-wrap: break-word;"&gt;
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&lt;DIV style="height: 150px; background: linear-gradient(135deg,#1c3d50 0%,#0b2026 100%); text-align: center; border-bottom: 3px solid #ff3621;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="SPGE_MCPs.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29716i9AE352F695AF9183/image-size/large?v=v2&amp;amp;px=999" role="button" title="SPGE_MCPs.png" alt="SPGE_MCPs.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
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&lt;DIV style="color: #ff3621; font-size: 10px; font-weight: bold; text-transform: uppercase; letter-spacing: 1.2px; margin-bottom: 8px;"&gt;Technical Blog&lt;/DIV&gt;
&lt;A class="in-cell-link" style="display: block; color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.4; font-weight: bold; letter-spacing: -0.2px; word-break: break-word; overflow-wrap: break-word; margin-bottom: 12px;" href="https://community.databricks.com/t5/technical-blog/customer-blog-how-s-amp-p-global-energy-made-its-structured-data/ba-p/163546" target="_blank" rel="noopener"&gt;[CUSTOMER BLOG] How S&amp;amp;P Global Energy Made Its Structured Data Estate Conversational with Databricks&lt;/A&gt;&lt;A class="in-cell-link" style="color: #ff3621; text-decoration: none; font-size: 13px; font-weight: 600;" href="https://community.databricks.com/t5/technical-blog/customer-blog-how-s-amp-p-global-energy-made-its-structured-data/ba-p/163546" target="_blank" rel="noopener"&gt;Read article&amp;nbsp;&lt;SPAN&gt;→&lt;/SPAN&gt;&lt;/A&gt;&lt;/DIV&gt;
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&lt;DIV style="color: #ff3621; font-size: 10px; font-weight: bold; text-transform: uppercase; letter-spacing: 1.2px; margin-bottom: 8px;"&gt;Technical Blog&lt;/DIV&gt;
&lt;A class="in-cell-link" style="display: block; color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.4; font-weight: bold; letter-spacing: -0.2px; word-break: break-word; overflow-wrap: break-word; margin-bottom: 12px;" href="https://community.databricks.com/t5/technical-blog/when-milliseconds-matter-databricks-powers-the-next-generation/ba-p/160921" target="_blank" rel="noopener"&gt;When Milliseconds Matter: Databricks Powers the Next Generation of Operational Workloads&lt;/A&gt;&lt;A class="in-cell-link" style="color: #ff3621; text-decoration: none; font-size: 13px; font-weight: 600;" href="https://community.databricks.com/t5/technical-blog/when-milliseconds-matter-databricks-powers-the-next-generation/ba-p/160921" target="_blank" rel="noopener"&gt;Read article&amp;nbsp;&lt;SPAN&gt;→&lt;/SPAN&gt;&lt;/A&gt;&lt;/DIV&gt;
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&lt;/TD&gt;
&lt;TD width="33%" valign="top" style="border: none; width: 33%; vertical-align: top; padding: 8px; word-break: break-word; overflow-wrap: break-word;"&gt;
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&lt;DIV style="height: 150px; background: linear-gradient(135deg,#1c3d50 0%,#0b2026 100%); text-align: center; border-bottom: 3px solid #ff3621;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="sdp-icon-cover-16x9-white.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29718iBECA414E27E615DF/image-size/large?v=v2&amp;amp;px=999" role="button" title="sdp-icon-cover-16x9-white.png" alt="sdp-icon-cover-16x9-white.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;DIV style="padding: 16px 18px 18px;"&gt;
&lt;DIV style="color: #ff3621; font-size: 10px; font-weight: bold; text-transform: uppercase; letter-spacing: 1.2px; margin-bottom: 8px;"&gt;Technical Blog&lt;/DIV&gt;
&lt;A class="in-cell-link" style="display: block; color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.4; font-weight: bold; letter-spacing: -0.2px; word-break: break-word; overflow-wrap: break-word; margin-bottom: 12px;" href="https://community.databricks.com/t5/technical-blog/one-pipeline-any-destination-the-foreachbatch-sink-in-spark/ba-p/163780" target="_blank" rel="noopener"&gt;One Pipeline, Any Destination: The ForEachBatch Sink in Spark Declarative Pipelines is now GA&lt;/A&gt;&lt;A class="in-cell-link" style="color: #ff3621; text-decoration: none; font-size: 13px; font-weight: 600;" href="https://community.databricks.com/t5/technical-blog/one-pipeline-any-destination-the-foreachbatch-sink-in-spark/ba-p/163780" target="_blank" rel="noopener"&gt;Read article&amp;nbsp;&lt;SPAN&gt;→&lt;/SPAN&gt;&lt;/A&gt;&lt;/DIV&gt;
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&lt;/TD&gt;
&lt;/TR&gt;
&lt;TR&gt;
&lt;TD width="33%" valign="top" style="border: none; width: 33%; vertical-align: top; padding: 8px; word-break: break-word; overflow-wrap: break-word;"&gt;
&lt;DIV style="background: #fff; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 10px rgba(11,32,38,0.08);"&gt;
&lt;DIV style="height: 150px; background: linear-gradient(135deg,#1c3d50 0%,#0b2026 100%); text-align: center; border-bottom: 3px solid #ff3621;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="10_platform_architecture_evaluation.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29719i5BA4BCE2252AAE27/image-size/large?v=v2&amp;amp;px=999" role="button" title="10_platform_architecture_evaluation.png" alt="10_platform_architecture_evaluation.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;DIV style="padding: 16px 18px 18px;"&gt;
&lt;DIV style="color: #ff3621; font-size: 10px; font-weight: bold; text-transform: uppercase; letter-spacing: 1.2px; margin-bottom: 8px;"&gt;Technical Blog&lt;/DIV&gt;
&lt;A class="in-cell-link" style="display: block; color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.4; font-weight: bold; letter-spacing: -0.2px; word-break: break-word; overflow-wrap: break-word; margin-bottom: 12px;" href="https://community.databricks.com/t5/technical-blog/open-source-doesn-t-mean-you-re-free-managed-service-closed/ba-p/156800" target="_blank" rel="noopener"&gt;Open Source Doesn't Mean You're Free. Managed Service/Closed Source Doesn't Mean You're Locked-in&lt;/A&gt;&lt;A class="in-cell-link" style="color: #ff3621; text-decoration: none; font-size: 13px; font-weight: 600;" href="https://community.databricks.com/t5/technical-blog/open-source-doesn-t-mean-you-re-free-managed-service-closed/ba-p/156800" target="_blank" rel="noopener"&gt;Read article&amp;nbsp;&lt;SPAN&gt;→&lt;/SPAN&gt;&lt;/A&gt;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD width="33%" valign="top" style="border: none; width: 33%; vertical-align: top; padding: 8px; word-break: break-word; overflow-wrap: break-word;"&gt;
&lt;DIV style="background: #fff; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 10px rgba(11,32,38,0.08);"&gt;
&lt;DIV style="height: 150px; background: linear-gradient(135deg,#1c3d50 0%,#0b2026 100%); text-align: center; border-bottom: 3px solid #ff3621;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Gemini_Generated_Image_c43r46c43r46c43r.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29720i85D08B6903CCDAE8/image-size/large?v=v2&amp;amp;px=999" role="button" title="Gemini_Generated_Image_c43r46c43r46c43r.png" alt="Gemini_Generated_Image_c43r46c43r46c43r.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;DIV style="padding: 16px 18px 18px;"&gt;
&lt;DIV style="color: #ff3621; font-size: 10px; font-weight: bold; text-transform: uppercase; letter-spacing: 1.2px; margin-bottom: 8px;"&gt;Technical Blog&lt;/DIV&gt;
&lt;A class="in-cell-link" style="display: block; color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.4; font-weight: bold; letter-spacing: -0.2px; word-break: break-word; overflow-wrap: break-word; margin-bottom: 12px;" href="https://community.databricks.com/t5/technical-blog/announcing-general-availability-of-the-lakeflow-spark/ba-p/163137" target="_blank" rel="noopener"&gt;Announcing General Availability of the Lakeflow Spark Declarative Pipelines Kafka Sink&lt;/A&gt;&lt;A class="in-cell-link" style="color: #ff3621; text-decoration: none; font-size: 13px; font-weight: 600;" href="https://community.databricks.com/t5/technical-blog/announcing-general-availability-of-the-lakeflow-spark/ba-p/163137" target="_blank" rel="noopener"&gt;Read article&amp;nbsp;&lt;SPAN&gt;→&lt;/SPAN&gt;&lt;/A&gt;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD width="33%" valign="top" style="border: none; width: 33%; vertical-align: top; padding: 8px; word-break: break-word; overflow-wrap: break-word;"&gt;
&lt;DIV style="background: #fff; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 10px rgba(11,32,38,0.08);"&gt;
&lt;DIV style="height: 150px; background: linear-gradient(135deg,#1c3d50 0%,#0b2026 100%); text-align: center; border-bottom: 3px solid #ff3621;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="agentops-image-4.png" style="width: 256px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29721i8008863CF246034B/image-dimensions/256x147?v=v2" width="256" height="147" role="button" title="agentops-image-4.png" alt="agentops-image-4.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;DIV style="padding: 16px 18px 18px;"&gt;
&lt;DIV style="color: #ff3621; font-size: 10px; font-weight: bold; text-transform: uppercase; letter-spacing: 1.2px; margin-bottom: 8px;"&gt;Technical Blog&lt;/DIV&gt;
&lt;A class="in-cell-link" style="display: block; color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.4; font-weight: bold; letter-spacing: -0.2px; word-break: break-word; overflow-wrap: break-word; margin-bottom: 12px;" href="https://community.databricks.com/t5/technical-blog/agentops-on-databricks-operating-production-ai-agents/ba-p/163602" target="_blank" rel="noopener"&gt;AgentOps on Databricks: Operating Production AI Agents&lt;/A&gt;&lt;A class="in-cell-link" style="color: #ff3621; text-decoration: none; font-size: 13px; font-weight: 600;" href="https://community.databricks.com/t5/technical-blog/agentops-on-databricks-operating-production-ai-agents/ba-p/163602" target="_blank" rel="noopener"&gt;Read article&amp;nbsp;&lt;SPAN&gt;→&lt;/SPAN&gt;&lt;/A&gt;&lt;/DIV&gt;
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&lt;/TBODY&gt;
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&lt;DIV style="display: flex; align-items: center; margin: 28px 0;"&gt;
&lt;DIV style="width: 36px; height: 5px; background-color: #ff3621; border-radius: 4px; flex-shrink: 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;DIV style="flex-grow: 1; height: 2px; background-color: #eeede9; margin-left: 12px; border-radius: 4px;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV&gt;
&lt;H3 style="margin-top: 0; color: #0b2026; font-size: 22px; margin-bottom: 20px;"&gt;&lt;LI-EMOJI src="https://community.databricks.com/🔥" class="lia-unicode-emoji" title=":fire:"&gt;&lt;/LI-EMOJI&gt; Active &lt;FONT color="#FF0000"&gt;Discussions&lt;/FONT&gt;&lt;/H3&gt;
&lt;DIV style="background-color: #f9f7f4; border-left: 4px solid #ff3621; padding: 12px 25px; border-radius: 0 8px 8px 0; border-top: 1px solid #eeede9; border-right: 1px solid #eeede9; border-bottom: 1px solid #eeede9;"&gt;
&lt;P style="margin-top: 8px; margin-bottom: 4px; font-size: 16px;"&gt;Threads that kept the community talking&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":eyes:"&gt;👀&lt;/LI-EMOJI&gt;&lt;/P&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #eeede9;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;SPAN&gt;&lt;span class="lia-unicode-emoji" title=":fire:"&gt;🔥&lt;/LI-EMOJI&gt;&lt;/SPAN&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/data-engineering/lakeflow-community-connector-issue-modulenotfounderror-no-module/m-p/163634#M55162" target="_blank" rel="noopener"&gt;Lakeflow Community Connector Issue - ModuleNotFoundError: No module named 'databricks.labs'&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #eeede9;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;SPAN&gt;&lt;span class="lia-unicode-emoji" title=":fire:"&gt;🔥&lt;/LI-EMOJI&gt;&lt;/SPAN&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/data-engineering/sdp-meta-dlt-meta-vs-lakeflow-framework-when-should-we-use-which/m-p/163646#M55166" target="_blank" rel="noopener"&gt;sdp-meta (dlt-meta) vs lakeflow_framework: when should we use which?&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #eeede9;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;SPAN&gt;&lt;span class="lia-unicode-emoji" title=":fire:"&gt;🔥&lt;/LI-EMOJI&gt;&lt;/SPAN&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/generative-ai/supervisor-agent-or-knowledge-assistant-not-available/m-p/164303#M1977" target="_blank" rel="noopener"&gt;Supervisor Agent or Knowledge assistant not available&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #eeede9;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;SPAN&gt;&lt;span class="lia-unicode-emoji" title=":fire:"&gt;🔥&lt;/LI-EMOJI&gt;&lt;/SPAN&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/data-engineering/how-do-you-keep-a-plain-delta-copy-of-a-streaming-table-clone-is/m-p/163818#M55191" target="_blank" rel="noopener"&gt;How do you keep a plain Delta copy of a streaming table? CLONE is not supported on streaming tables&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #eeede9;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;SPAN&gt;&lt;span class="lia-unicode-emoji" title=":fire:"&gt;🔥&lt;/LI-EMOJI&gt;&lt;/SPAN&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/data-governance/ui-sends-empty-managed-identity-id-breaks-storage-credential/m-p/163748#M2911" target="_blank" rel="noopener"&gt;UI sends empty managed_identity_id, breaks storage credential creation with system-assigned Access&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;SPAN&gt;&lt;span class="lia-unicode-emoji" title=":fire:"&gt;🔥&lt;/LI-EMOJI&gt;&lt;/SPAN&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/data-engineering/void-column-inside-struct-fails-to-cast-to-variant/m-p/164158#M55235" target="_blank" rel="noopener"&gt;VOID column inside STRUCT fails to cast to VARIANT&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;P style="margin: 14px 0 0 6px; font-size: 13px; color: #0b2026; opacity: 0.6; font-style: italic;"&gt;These are just the highlights – head to the community to see everything that's buzzing.&lt;/P&gt;
&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="display: flex; align-items: center; margin: 28px 0;"&gt;
&lt;DIV style="width: 36px; height: 5px; background-color: #ff3621; border-radius: 4px; flex-shrink: 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;DIV style="flex-grow: 1; height: 2px; background-color: #eeede9; margin-left: 12px; border-radius: 4px;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV&gt;
&lt;H3 style="margin-top: 0; color: #0b2026; font-size: 22px; margin-bottom: 25px;"&gt;&lt;LI-EMOJI src="https://community.databricks.com/📢" class="lia-unicode-emoji" title=":loudspeaker:"&gt;&lt;/LI-EMOJI&gt; Community &lt;FONT color="#FF0000"&gt;Newsroom&lt;/FONT&gt;: Announcements &amp;amp; Events&lt;/H3&gt;
&lt;DIV style="background-color: #0b2026; border-radius: 12px; padding: 35px; border-left: 6px solid #ff3621;"&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2026-08-04 at 8.26.24 PM.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29729i3388D16A0A1FA4D8/image-size/large?v=v2&amp;amp;px=999" role="button" title="Screenshot 2026-08-04 at 8.26.24 PM.png" alt="Screenshot 2026-08-04 at 8.26.24 PM.png" /&gt;&lt;/span&gt;&lt;BR /&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;●&amp;nbsp;GEnie hub&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/announcements/introducing-the-genie-hub-ask-questions-share-builds-and-master/m-p/163787#M929" target="_self"&gt;Introducing the Genie Hub: Ask Questions, Share Builds, and Master Conversational Analytics&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2026-08-04 at 8.31.41 PM.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29734iF199DB88CD0125A7/image-size/large?v=v2&amp;amp;px=999" role="button" title="Screenshot 2026-08-04 at 8.31.41 PM.png" alt="Screenshot 2026-08-04 at 8.31.41 PM.png" /&gt;&lt;/span&gt;&lt;BR /&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;●&amp;nbsp;Product Post&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/announcements/announcement-automatic-upgrades-best-practice-features-for-your/m-p/163882#M931" target="_self"&gt;Announcement | Automatic Upgrades: best practice features for your lakehouse tables&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2026-08-04 at 8.30.17 PM.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29733iD5B23BB924FD3668/image-size/large?v=v2&amp;amp;px=999" role="button" title="Screenshot 2026-08-04 at 8.30.17 PM.png" alt="Screenshot 2026-08-04 at 8.30.17 PM.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;●&amp;nbsp;Customer Story&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/announcements/customer-story-driving-66m-in-revenue-with-predictive-customer/m-p/163914#M932" target="_self"&gt;CUSTOMER STORY | Driving $66M in revenue with predictive customer acquisition&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2026-08-04 at 8.40.27 PM.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29740iE7D7F16EB0F998E5/image-size/large?v=v2&amp;amp;px=999" role="button" title="Screenshot 2026-08-04 at 8.40.27 PM.png" alt="Screenshot 2026-08-04 at 8.40.27 PM.png" /&gt;&lt;/span&gt;&lt;BR /&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;●&amp;nbsp;Product Post&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/announcements/announcement-what-happens-in-the-milliseconds-after-you-tap-pay/m-p/164216#M937" target="_self"&gt;Announcement | What happens in the milliseconds after you tap pay&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2026-08-04 at 8.33.17 PM.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29736i29B9AA04B1D6EF79/image-size/large?v=v2&amp;amp;px=999" role="button" title="Screenshot 2026-08-04 at 8.33.17 PM.png" alt="Screenshot 2026-08-04 at 8.33.17 PM.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;●&amp;nbsp;Customer Story&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/announcements/customer-story-ai-native-segment-discovery-for-customer/m-p/164487#M941" target="_self"&gt;CUSTOMER STORY | AI-native segment discovery for customer intelligence&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="community-page-partner-icon-2x.png" style="width: 74px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29737iD35A5DC5C1457B31/image-dimensions/74x74?v=v2" width="74" height="74" role="button" title="community-page-partner-icon-2x.png" alt="community-page-partner-icon-2x.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;●&amp;nbsp;Databricks partners&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/announcements/congratulations-databricks-partners-you-re-now-officially/m-p/164503#M942" target="_self"&gt;Congratulations Databricks Partners! You're Now Officially Recognized in the Databricks Community&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" height="76px" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Share your ideas about Databricks (1).png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29738i179D7544C80F1B8D/image-size/large?v=v2&amp;amp;px=999" role="button" title="Share your ideas about Databricks (1).png" alt="Share your ideas about Databricks (1).png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD height="76px" valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;●&amp;nbsp;Product Post&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/announcements/share-your-genie-story-for-a-50-gift-card/m-p/164558#M945" target="_self"&gt;Share your Genie story for a $50 gift card!&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2026-08-04 at 8.38.53 PM.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29739i4C219F4D31C289D7/image-size/large?v=v2&amp;amp;px=999" role="button" title="Screenshot 2026-08-04 at 8.38.53 PM.png" alt="Screenshot 2026-08-04 at 8.38.53 PM.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;●&amp;nbsp;Product Post&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/lakebase-articles/announcement-foundational-context-cross-industry-amp-function/m-p/163517#M74" target="_self"&gt;Announcement | Foundational context: Cross-industry &amp;amp; function-specific accelerators for Lakebase&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2026-08-04 at 9.10.57 PM.png" style="width: 999px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29747iD12205C1A285DC80/image-size/large?v=v2&amp;amp;px=999" role="button" title="Screenshot 2026-08-04 at 9.10.57 PM.png" alt="Screenshot 2026-08-04 at 9.10.57 PM.png" /&gt;&lt;/span&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;● USer study&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/administration-architecture/participate-in-a-databricks-user-study/m-p/164442#M5485" target="_self"&gt;Participate in a Databricks User Study&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;DIV style="height: 1px; background-color: #eeede9; opacity: 0.15; margin: 25px 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="130" valign="middle" style="border: none; width: 130px; padding-right: 24px;"&gt;
&lt;DIV style="width: 130px; height: 75px; background: #fff; border-radius: 8px; overflow: hidden; border: 1px solid rgba(255,54,33,0.25); box-shadow: 0 4px 14px rgba(0,0,0,0.35); text-align: center;"&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2026-08-04 at 9.09.47 PM.png" style="width: 670px;"&gt;&lt;img src="https://community.databricks.com/t5/image/serverpage/image-id/29746iCF1C24CA9B760BE0/image-size/large?v=v2&amp;amp;px=999" role="button" title="Screenshot 2026-08-04 at 9.09.47 PM.png" alt="Screenshot 2026-08-04 at 9.09.47 PM.png" /&gt;&lt;/span&gt;&lt;BR /&gt;&lt;!-- ADD IMAGE --&gt;&lt;/DIV&gt;
&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; vertical-align: middle;"&gt;
&lt;DIV style="color: #ff3621; font-size: 11px; font-weight: bold; text-transform: uppercase; letter-spacing: 2px; margin-bottom: 8px;"&gt;● Event&lt;/DIV&gt;
&lt;P style="margin: 0; font-size: 16px; line-height: 1.5;"&gt;&lt;STRONG&gt;&lt;A class="in-cell-link" style="color: #f9f7f4; text-decoration: none;" href="https://community.databricks.com/t5/learning-events/govern-ai-spend-at-scale-a-data-driven-approach-to-ai-governance/ec-p/164253#M10150" target="_self"&gt;Govern AI Spend at Scale: A Data-Driven Approach to AI Governance&lt;/A&gt;&lt;/STRONG&gt;&lt;/P&gt;
&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV style="display: flex; align-items: center; margin: 28px 0;"&gt;
&lt;DIV style="width: 36px; height: 5px; background-color: #ff3621; border-radius: 4px; flex-shrink: 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;DIV style="flex-grow: 1; height: 2px; background-color: #eeede9; margin-left: 12px; border-radius: 4px;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;/DIV&gt;
&lt;DIV&gt;
&lt;H3 style="margin-top: 0; color: #0b2026; font-size: 22px; margin-bottom: 20px;"&gt;&lt;LI-EMOJI src="https://community.databricks.com/✅" class="lia-unicode-emoji" title=":white_check_mark:"&gt;&lt;/LI-EMOJI&gt; Questions That Found Their &lt;FONT color="#FF0000"&gt;Answer&lt;/FONT&gt;&lt;/H3&gt;
&lt;DIV style="background-color: #f2faf5; border-left: 4px solid #1a8f4c; padding: 12px 25px; border-radius: 0 8px 8px 0; border-top: 1px solid #dfeee4; border-right: 1px solid #dfeee4; border-bottom: 1px solid #dfeee4;"&gt;
&lt;P style="margin-top: 8px; margin-bottom: 4px; font-size: 16px;"&gt;&lt;SPAN&gt;Highlighting a few of the many threads that reached a solution this period&lt;/SPAN&gt; &lt;LI-EMOJI src="https://community.databricks.com/🎯" class="lia-unicode-emoji" title=":dart:"&gt;&lt;/LI-EMOJI&gt;&lt;/P&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #dfeee4;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;FONT color="#008000"&gt;&lt;SPAN&gt;✔&lt;/SPAN&gt;&lt;/FONT&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/databricks-free-edition-help/is-there-a-cost-for-databricks-workflow-notifications-or-are/m-p/163473#M846" target="_blank" rel="noopener"&gt;Is there a cost for Databricks Workflow notifications or are they free?&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #dfeee4;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" height="43px" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;FONT color="#008000"&gt;&lt;SPAN&gt;✔&lt;/SPAN&gt;&lt;/FONT&gt;&lt;/TD&gt;
&lt;TD height="43px" valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/administration-architecture/ncc-private-endpoint-cannot-be-added/m-p/163672#M5455" target="_blank" rel="noopener"&gt;NCC private endpoint cannot be added&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" height="43px" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #dfeee4;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;FONT color="#008000"&gt;&lt;SPAN&gt;✔&lt;/SPAN&gt;&lt;/FONT&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/data-engineering/datafactory-insists-on-cluster-compute-but-databricks-defaults/m-p/163521#M55144" target="_blank" rel="noopener"&gt;Datafactory insists on Cluster compute BUT Databricks defaults to Serverless compute!&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none; border-bottom: 1px solid #dfeee4;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;FONT color="#008000"&gt;&lt;SPAN&gt;✔&lt;/SPAN&gt;&lt;/FONT&gt;&lt;/TD&gt;
&lt;TD valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/machine-learning/snowflake-or-databricks/m-p/163543#M4656" target="_blank" rel="noopener"&gt;Snowflake OR Databricks&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
&lt;/TR&gt;
&lt;/TBODY&gt;
&lt;/TABLE&gt;
&lt;TABLE style="width: 100%; border-collapse: collapse; border: none;" border="0" width="100%" cellspacing="0" cellpadding="0"&gt;
&lt;TBODY&gt;
&lt;TR&gt;
&lt;TD width="18" height="43px" valign="top" style="border: none; width: 18px; padding: 8px 0; text-align: center;"&gt;&lt;FONT color="#008000"&gt;&lt;SPAN&gt;✔&lt;/SPAN&gt;&lt;/FONT&gt;&lt;/TD&gt;
&lt;TD height="43px" valign="middle" style="border: none; padding: 8px 0 8px 2px;"&gt;&lt;A class="in-cell-link" style="color: #0b2026; text-decoration: none; font-size: 15px; line-height: 1.45; font-weight: 600;" href="https://community.databricks.com/t5/generative-ai/enforcing-minimum-cohort-size-in-a-databricks-app-with-ai-bi/m-p/163552#M1957" target="_blank" rel="noopener"&gt;Enforcing Minimum Cohort Size in a Databricks App with AI/BI Genie&lt;/A&gt;&lt;/TD&gt;
&lt;TD width="20" height="43px" valign="middle" style="border: none; width: 20px; text-align: right; padding: 8px 0;"&gt;&lt;SPAN&gt;↗&lt;/SPAN&gt;&lt;/TD&gt;
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&lt;P style="margin: 14px 0 0 6px; font-size: 13px; color: #0b2026; opacity: 0.6; font-style: italic;"&gt;These are just the highlights – head to the community to see everything that's buzzing.&lt;/P&gt;
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&lt;DIV style="width: 36px; height: 5px; background-color: #ff3621; border-radius: 4px; flex-shrink: 0;"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;DIV style="flex-grow: 1; height: 2px; background-color: #eeede9; margin-left: 12px; border-radius: 4px;"&gt;&amp;nbsp;&lt;/DIV&gt;
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&lt;P style="font-size: 16px; margin: 0; color: #0b2026;"&gt;&lt;STRONG&gt;Powered by You &lt;span class="lia-unicode-emoji" title=":high_voltage:"&gt;⚡&lt;/LI-EMOJI&gt;&lt;/STRONG&gt;&lt;BR /&gt;This community runs on curiosity and generosity, and you brought both. Back again soon with more!&lt;/P&gt;
&lt;P style="font-size: 16px; margin: 0; color: #0b2026;"&gt;See you next week! &lt;span class="lia-unicode-emoji" title=":waving_hand:"&gt;👋&lt;/LI-EMOJI&gt;&lt;/P&gt;
&lt;/DIV&gt;
&lt;/DIV&gt;</description>
      <pubDate>Tue, 04 Aug 2026 15:48:12 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/community-pulse-your-weekly-roundup-july-20-august-02-2026/m-p/164880#M970</guid>
      <dc:creator>Advika</dc:creator>
      <dc:date>2026-08-04T15:48:12Z</dc:date>
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    <item>
      <title>Announcement | How Databricks manages its own coding agent spend with Unity AI Gateway Budgets</title>
      <link>https://community.databricks.com/t5/announcements/announcement-how-databricks-manages-its-own-coding-agent-spend/m-p/164829#M969</link>
      <description>&lt;P&gt;&lt;SPAN&gt;Databricks is sharing how its engineering teams use &lt;/SPAN&gt;&lt;STRONG&gt;Unity AI Gateway&lt;/STRONG&gt;&lt;SPAN&gt; to manage coding-agent spend across tools and models. By routing agent traffic through one control point, teams can combine centralized budgets, unified usage visibility, and flexible policies without managing each coding agent separately.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P&gt;&lt;FONT size="4"&gt;&lt;STRONG&gt;What’s new&lt;/STRONG&gt;&lt;/FONT&gt;&lt;/P&gt;
&lt;UL&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;One gateway for every coding agent&lt;/STRONG&gt;&lt;SPAN&gt;: Route tools such as Claude Code, Codex, Cursor, and others through Unity AI Gateway to apply consistent spend and access policies across models and tools.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Separate daily and monthly controls&lt;/STRONG&gt;&lt;SPAN&gt;: Use a smaller daily limit to catch sudden or accidental spend, and a higher monthly limit for planned project work. These limits address different kinds of waste and should not be treated as one budget.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Self-service for normal usage&lt;/STRONG&gt;&lt;SPAN&gt;: When engineers reach a daily threshold, they can acknowledge that the spend is intentional and continue without waiting for a ticket or approval.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Time-limited exceptions&lt;/STRONG&gt;&lt;SPAN&gt;: Higher monthly limits can be approved for specific projects and set to expire, so temporary needs do not become permanent entitlements.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;LI style="font-weight: 400;" aria-level="1"&gt;&lt;STRONG&gt;Unified observability&lt;/STRONG&gt;&lt;SPAN&gt;: Because usage is routed through Unity AI Gateway, teams can monitor spend and activity across coding tools in one place and use the data to refine policies and model choices.&lt;/SPAN&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;&lt;SPAN&gt;The post also explains why a single monthly limit created unnecessary friction: it had to catch both short-term runaway spend and legitimate, sustained project usage. Splitting those jobs into separate daily and monthly controls gives engineers more room to use AI while keeping unusual spend visible and bounded.&lt;/SPAN&gt;&lt;/P&gt;
&lt;P class="p8i6j01 paragraph"&gt;&lt;A style="background-color: #ff3621; color: white; padding: 10px 20px; text-decoration: none; border-radius: 5px; font-weight: bold; display: inline-block;" href="https://www.databricks.com/blog/how-databricks-manages-its-own-coding-agent-spend-unity-ai-gateway-budgets?utm_source=bambu&amp;amp;utm_medium=social&amp;amp;utm_campaign=advocacy" target="_blank" rel="noopener"&gt; &lt;span class="lia-unicode-emoji" title=":backhand_index_pointing_right:"&gt;👉&lt;/LI-EMOJI&gt; Read the full post here&lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Tue, 04 Aug 2026 14:01:00 GMT</pubDate>
      <guid>https://community.databricks.com/t5/announcements/announcement-how-databricks-manages-its-own-coding-agent-spend/m-p/164829#M969</guid>
      <dc:creator>Tushar_Parekar</dc:creator>
      <dc:date>2026-08-04T14:01:00Z</dc:date>
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