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Upcoming Community BrickTalk | Zerobus Ingest & CDC Workflows

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
✈️ 9 Cities, 1 Epic November: The Data + AI World Tour is Here!

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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a week ago
DATA + AI LIVE | Context Is Just the Beginning: Meet your data smart AI coworker

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
DATA + AI World Tour 2026

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
AI/BI + Genie Launchpad (Nov 3-5) | Free Hands-On Training

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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a week ago
Solution Accelerator Series | Responsible Gaming

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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2 weeks ago
🌟 Community Pulse: Your Community Roundup! September 14 – October 11, 2026

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

abhietc31
by > • Visitor
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Real time Streaming to AI Engine at Databricks

Hi there,Usercase: Fraud Detection Technology : Databricks, Kafka, Microsoft Foundry, Dashboard showing real-time reportsAsk: Please let me know if any reference or technology details to achieve 1-2 milli second (Max) latency using above technology s...

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pavan_manjunath
by > • New Contributor
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Missing 50% Databricks Voucher - Advanced Learning Festival (Generative AI Track)

Dear @Jim_Anderson  and Cert-Team,I hope you are doing well.I am reaching out regarding my participation in the Advanced Learning Festival. I successfully completed the Generative AI Engineering Pathway (Learning Plan ID: LP-P0W9X0) back on September...

Screenshot 2026-10-31 at 11.37.09 PM.png
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Kirankumarbs
by > • Valued Contributor III
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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
lorenzwalthert
New Contributor
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Thanks. I reached mainly the same conclusion looking at it a few days ago. I wonder if databricks is going to update serverless runtime versions regarding affected packages and python versions. That would be my preferred solution and make everyone sa...

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suranga
by > • Databricks Partner
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I Built Tetris in One Databricks Function, Then Let ai_decide and LLMs Play It

Why TetrisI wanted to know if one Databricks function can play Tetris, and what Unity Gateway sees when an AI agent hammers it move after move.It started with the ai_decide announcement by Jane Zhang, Matthew Ding and Archika Dogra. Their demo is Sna...

02_chart_how_the_race_is_wired.png 03_play_function_in_catalog.png 05_unity_gateway_models.png 06_chart_lines_cleared.png
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Isaac_18
by > • Contributor
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Handling schema changes in Auto Loader without a 2 AM surprise

Sooner or later, a source team adds a column. Maybe it's a new field in a JSON event, or a CSV export that grew from 12 columns to 13. Nobody tells the data team, because to them it's a tiny change.What happens next depends on a single Auto Loader op...

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Khasim_1
by > • Contributor
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Question regarding Databricks Apps deployment

Hello Databricks Community,I am currently working on setting up a Databricks App and ran into a few questions.Here are the details of what I am working with:Target Framework: [e.g., Streamlit / Dash]Goal: [Briefly describe what you are trying to achi...

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Latest Reply
Isaac_18
Contributor
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Hi @Khasim_1,It looks like the template placeholders made it into the post, so I'm not sure exactly where you're stuck. In case it helps, here's a minimal Streamlit app that reads a Unity Catalog table through a SQL warehouse. That covers the three t...

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capoorhimanshu
by > • New Contributor
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Cluster environment variables not visible to Java Dataset.foreachPartition / mapPartitions

We run a Spark JAR task (Java) on a standard access mode cluster. Credentials come from cluster environmentvariables set as secret references in the cluster's Environment variables field, e.g.MY_PASSWORD={{secrets/<scope>/<key>}}.The variables are vi...

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Latest Reply
Isaac_18
Contributor
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Hi @capoorhimanshu,Your worry about the closure is fair. A secret that rides inside the serialized task is harder to control than one that never leaves a secret store.As far as I can tell, there's no supported setting on standard access mode that pus...

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dbernstein_tp
by > • Contributor II
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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...

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Latest Reply
Isaac_18
Contributor
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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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suryaprayaga
by > • Contributor II
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Document Parsing - Use Cases

Dear Databricker'sWhat are some of the most common use cases you have used Document Parsing in Databricks? How is the success rate measured in the same? What are some of the lessons learnt?

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Latest Reply
Isaac_18
Contributor
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Hi @suryaprayaga,Good question, and it's a nice change from the usual "how do I" threads. Here are the use cases that come up most often, plus a simple way to put numbers on it.Common use casesInvoices, receipts and purchase orders. Parse with ai_par...

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Pri333
by > • New Contributor II
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Resolved! Databricks exam got suspended. Need urgent help

Hello Team, I faced multiple interruptions and challenges while attempting my certification, The exam got paused 4 times where twice I had to show my desk and my entire room. Eventually my exam got suspended. I was not involved in any unfair means an...

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Latest Reply
Cert-Team
Databricks Employee
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Hi @saifkhan11 Sorry to hear you got suspended. The support team handles these cases (not handled here in community for privacy reasons). Please allow the support team 24-48 hours to respond to your request. 

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Raman_Unifeye
by > • Honored Contributor III
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TCO calculator for Databricks Analytics

Similar to the cloud infra calculators, is there a TCO calculator exist for Databricks?Lets say we have the inputs such as Number of source tables, data pipelines (estimated number), data growth per day, transfromation complexity and target reports a...

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Latest Reply
robert7878
Visitor
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For a more realistic TCO estimate, I’d suggest building a model around data ingestion, daily growth, pipeline complexity, DBU consumption, storage, and expected query workloads. It may also help to create low, medium, and high usage scenarios so stak...

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Amar_Naik
by > • New Contributor
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Databricks Apps gives you the app you wanted, without the React plumbing or the Power Apps limits

Most teams think they have to pick one. Build it in React and own the API, auth, hosting, and audit trail. Orbuild it in Power Apps and hit the limits when the app gets complex. With Databricks Apps, you don't have tochoose. You keep your React UI an...

Genie Hub
Databricks Apps
DELTA SHARING
Genie
Unity Catalog
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Latest Reply
DoTA
Valued Contributor III
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One thing I'd add to the list is identity, because it decides whether the governance point actually holds. By default an app runs as its own service principal, and every user of the app shares whatever that principal can see. Unity Catalog row filter...

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Brahmareddy
by > • Esteemed Contributor II
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AI Agents Should Not Start Every Conversation From Zero

Databricks Agent Memory brings an interesting new direction to building AI agents that can learn from past interactions.Recently, Databricks introduced Agent Memory, and I think this is an interesting step toward making AI agents more useful in every...

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Latest Reply
DoTA
Valued Contributor III
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Worth knowing before anyone builds on it: the docs now mark the earlier managed memory store as deprecated and point new agents at the newer agent memory plus agent sessions, which Databricks runs on Lakebase for you. The self-managed Lakebase route ...

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margarita_shir
by > • New Contributor III
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Private Route53 hosted zone for cloud.databricks.com

We have Tailscale deployed on the same VPC as our Databricks workspaces. To enable PrivateLink for some workspaces, we created a private Route53 hosted zone for cloud.databricks.com with CNAME records pointing workspace hostnames to the PrivateLink e...

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Latest Reply
suranga
Databricks Partner
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Hi @margarita_shir,I don't think this follow-up got an answer, so jumping back in. Yes, keep the Tailscale split DNS on cloud.databricks.com pointing at your VPC resolver.Here's why switching it to privatelink.cloud.databricks.com breaks things. Tail...

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vkondepati
by > • Databricks Partner
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Databricks Unity Catalog Foreign Catalog – Timezone Mismatch with AWS RDS PostgreSQL Affecting Query

Hi Databricks Community,I'm facing a timezone-related issue with a Unity Catalog Foreign Catalog connected to AWS RDS PostgreSQL and would appreciate some guidance on the best way to handle it centrally.Current Setup:Source: AWS RDS PostgreSQL (confi...

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Latest Reply
suranga
Databricks Partner
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Hi @vkondepati,Quick follow-up on my view above, because data_pulse's tests made me double-check one line and it needs a fix.CAST(created_at AS TIMESTAMP_NTZ) is evaluated in the session time zone of whoever queries the view. The Databricks docs say ...

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