Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, November 5! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and ...
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2 weeks ago
NOVEMBER · THE TOUR IS ON THE MOVE Nine stops. Three regions.One epic November. THIS MONTH'S ROUTE Munich → Atlanta → Amsterdam → London → Toronto → Los Angeles (Anaheim) → New York City → Milan → Tokyo A free, one-day event on how organizations...
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1 weeks ago
DATA + AI LIVE Time: AMER Nov 11 / 9 AM PT / 12 PM ET APAC Nov 12 / 9:30 AM IST / 12 PM SGT / 1 PM JST-KST / 3 PM AEDT EMEA Nov 17 / 9 AM GMT / 10 AM CET Register for the Workshop Note: Marking RSVP on this Community event does not register you fo...
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2 weeks ago
REGISTRATION IS NOW OPEN The Data + AI World Tour is heading your way A free, one-day event on how organizations are building AI they can trust to deliver real outcomes - by grounding models in their own enterprise data and business context. THE...
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09-01-2026
Free · Hands-on · Instructor-led AI/BI + Genie Launchpad From dashboards your team can trust to answers in plain language with Genie. A three-day arc of live, hands-on sessions, each built for a different role. Join only the day or days that fit you...
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2 weeks ago
Responsible gaming initiatives are becoming increasingly important as regulation, gameplay experiences and the betting and gaming industry continue to expand. The Responsible Gaming Solution Accelerator, developed in partnership with AWS, shows how t...
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- 1 replies
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2 weeks ago
Recap • September 14 – October 11 Community Pulse Four weeks of articles, learning content, and conversations – the highlights, all in one read. Community Stars The members who showed up and made a real difference : @ivanvyd @data_pulse @Tho...
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3 weeks ago
Community Activity
- 1224 Views
- 18 replies
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MS Fabric Direct Lake, works with delta tables only?
Lately we started using Direct Lake to use the results of our ingestion pipelines (gold tables) in PBI dashboards. This is working ok but has one annoying and troublesome issue. Which is: the gold tables are the end result of declarative pipelines so...
- 1224 Views
- 18 replies
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Latest Reply
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Hi @dbernstein_tp,Good to hear the MERGE is only touching a few thousand rows now. That's the part that matters for Direct Lake. On the job vs manual timing, the same code running at very different speeds almost always means it isn't running on the s...
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- 428 Views
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Resolved! eMudhra CA key leak: Databricks LTS runtimes still trust the affected root.
Background. In October 2026, eight eMudhra intermediate CA keys turned out to be recoverable from their public certificates. Browsers blocked them within days. Non-browser clients that carry their own trust store keep trusting the chain until that st...
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Latest Reply
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Fix 1: certifi, per job: Either put it in your wheel's dependencies.Fix 2: pip, before libraries installHelped us to overcome the Vulnerabilty!
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How do you collect Excel files from business users into Databricks ?
Hi everyone,I build reports in Databricks from Excel files maintained by many different business users. The files are varied and come from different teams, and I haven’t settled on an approach yet.One idea I’m considering: create a landing location w...
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Latest Reply
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@faruk We handled a similar use case where multiple business teams submitted files with varying structures and frequent template changes. The approach was to separate file collection, schema validation, and Databricks ingestion to make the process mo...
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- 5 replies
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Metric Views in Databricks: A Unified Approach to Business Metrics
Databricks has introduced a powerful feature—Metric Views—that transforms how organizations define, manage, and consume business metrics. Whether you're a data analyst, engineer, or business stakeholder, Metric Views offer a unified, governed, and re...
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- 5 replies
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Latest Reply
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@BijuThottathil : I don't have a workaround for you, but wanted to let you know that you can vote here https://community.fabric.microsoft.com/t5/Fabric-Ideas/Enable-native-Power-BI-integration-with-Databricks-Metric-View/idi-p/4823684Hopefully, Micro...
- 7 kudos
- 41 Views
- 0 replies
- 0 kudos
Power BI on Metric Views: why the totals go wrong, and a live connection that fixes them
Metric Views let you define a metric once in Unity Catalog. SQL, notebooks, AI/BI dashboards and Genie then use that one definition. Many teams on Databricks still report in Power BI, though, and since April 2026 Power BI has had no proper way to use...
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- 136 Views
- 0 replies
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Controlling Genie budget under the new pay-as-you-go model
In my role as an architect and customer advisor, I often find that governance, security, and cost control come up together. That is understandable. As organisations move from AI experimentation to enterprise-scale adoption, they need more than a succ...
- 136 Views
- 0 replies
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- 88 Views
- 0 replies
- 0 kudos
Gold Isn't Enough: Building the Context Layer for Conversational AI
Bronze, Silver, and Gold made data trustworthy. Conversational AI needs a 4th layer: governed meaning. Here's how to build it on Databricks. Two right answers, one wrong decision A VP of Customer Care asks an AI assistant, "What was churn last quarte...
- 88 Views
- 0 replies
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- 25 Views
- 0 replies
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Community article marked as spam incorrectly
Hi team, my article in Community Articles was marked as spam right after I published it. It is an original technical write-up on Zerobus Ingest (Postgres CDC with Debezium Server into Unity Catalog), with links to my own GitHub repository, demo video...
- 25 Views
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- 146 Views
- 3 replies
- 1 kudos
Databricks Free Edition: AWS S3 Unity Catalog Storage Credential Fails AssumeRole Validation
I'm using Databricks Free Edition and trying to configure an AWS S3 external location through Unity Catalog.My storage credential validation consistently fails at Assume Role, while Self Assume Role and External ID Condition are skipped.Error: Failed...
- 146 Views
- 3 replies
- 1 kudos
Latest Reply
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Hi @ifra_inam ,The PERMISSION_DENIED failure at the very first Assume Role stage means AWS IAM is instantly rejecting the cross-account trust handshake. Because the failure happens immediately, Databricks never even reaches the S3 permissions check.C...
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- 36 Views
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Genie Ontology: Build Business Context for AI
Hi everyone!I recently published the first part of a blog series about Genie Ontology, and I wanted to share it with the community.The idea came from a project where I had to build the business context layer for Genie. While testing, I noticed that m...
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- 139 Views
- 1 replies
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How to stream PostgreSQL CDC into Databricks with Debezium
Data stored in operational databases powers critical business decisions, but making it available in the lakehouse presents significant architecture challenges. Strict enterprise environments could have constraints such as private corporate networks,...
- 139 Views
- 1 replies
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Latest Reply
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I posted about this same topic here in the community today. https://community.databricks.com/t5/community-articles/zerobus-ingest-hands-on-postgres-cdc-to-delta-with-debezium/td-p/175707
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From the Databricks Hackathon to the Databricks Community!
Back in March 2026, I participated in a Databricks hackathon, where I had the opportunity to build a solution using Databricks and explore its capabilities in solving real-world problems.I'm excited to share that my project secured a place among the ...
- 37 Views
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- 173 Views
- 4 replies
- 1 kudos
Resolved! Best approach for moving Alteryx workflows to Databricks ?
Hey folks, We're planning to migrate our ETL pipelines from Alteryx to Databricks.Many of our workflows use iterative macros and complex joins, so manually rewriting everything into PySpark/Spark SQL will take a while.For those who have made this tra...
- 173 Views
- 4 replies
- 1 kudos
Latest Reply
- 1 kudos
Hey @Abhishek20,I think @Valeria_Koz_DBX has done a great job of explaining lots of things ! Depending on your Alteryx Estate, there might be more complexity. Most Alteryx customers have moved from "legacy" Alteryx to Alteryx One. Assets have broaden...
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- 39 Views
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Exploring Databrick UI
Starting a career in databricks?No problem let me help you with this tutorialson exploring databrick Uihttps://www.youtube.com/watch?v=4gluJWguwqE
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- 82 Views
- 0 replies
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Free Micrsoft Dp-750 certification Review materials : Azure Databricks
Hi all,I created a free learning materials for microsft exam dp-750: azure databricks.please find the materials on this link.https://www.youtube.com/playlist?list=PLaG8jowgbc8sThanks,joey
- 82 Views
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Announcements
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Latest from our Blog
Controlling Genie budget under the new pay-as-you-go model
In my role as an architect and customer advisor, I often find that governance, security, and cost control come up together. That is understandable. As organisations move from AI experimentation to ent...
Gold Isn't Enough: Building the Context Layer for Conversational AI
Bronze, Silver, and Gold made data trustworthy. Conversational AI needs a 4th layer: governed meaning. Here's how to build it on Databricks. Two right answers, one wrong decision A VP of Customer Care...
How to stream PostgreSQL CDC into Databricks with Debezium
Data stored in operational databases powers critical business decisions, but making it available in the lakehouse presents significant architecture challenges. Strict enterprise environments could ha...
Governed Writes with SQL SECURITY DEFINER for Stored Procedures
SQL Stored Procedures in Databricks now support SQL SECURITY DEFINER, and it is Generally Available on SQL warehouses, Serverless compute and All-Purpose clusters (DBR 19+). A SECURITY DEFINER procedu...
