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✈️ 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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2 weeks 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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3 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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2 weeks 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

saurabh18cs
by > • Honored Contributor III
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Databricks Exclusive Access

I’m exploring how to set up exclusive access for separate use cases implementation within a shared Databricks workspace, using Microsoft Entra groups and Unity Catalog. I’d love to hear from anyone who has implemented something similar, or is current...

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Latest Reply
Louis_Frolio
Databricks Employee
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Greetings @saurabh18cs, I did some digging and here is what I found. First, credit to @suranga and @DoTA. Suranga's layout is the one I'd start from: account groups synced from Entra, a small set of groups per use case, the platform team owns the cat...

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suranga
by > • Databricks Partner
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Unity Catalog secrets: GRANT READ SECRET ON SCHEMA fails with PRIVILEGE_NOT_APPLICABLE_TO_ENTITY

Hi,I've been testing Unity Catalog secrets in my own sandbox workspace (Azure Databricks, serverless, environment version 6). READ SECRET can't be granted on a schema there, even though the docs say it can.What I ranGRANT READ SECRET ON SCHEMA secret...

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Louis_Frolio
Databricks Employee
  • 0 kudos

Hello @suranga, I took a look at both internal and external documentation and here is what I found. Thanks for the clear writeup, especially the privilege-by-privilege ladder. Thanks also to @Yougasundar for jumping in, though that reply looks like i...

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data_pulse
by > • Contributor
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Unity AI Gateway Observability: Models, MCP Tools, and Coding Agents

Databricks Unity AI Gateway provides a unified way to monitor and understand AI activity through its built-in Workspace AI Gateway Usage Analytics dashboard and the underlying system.ai_gateway.usage system table.Some useful capabilities include:Mode...

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Latest Reply
DoTA
Honored Contributor
  • 0 kudos

Good catch on the initialize and tools/list rows. If you want to handle it in the query instead of by eye, the MCP rows carry an mcp_metadata struct with tool_name, server_type and json_rpc_method, so you can filter on the method column to keep only ...

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LingeshK
by • Databricks Employee
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Connect Claude, ChatGPT and Cursor to Genie One MCP [CHANGES COMING IN BY NOVEMBER 30]

If you ask Genie One questions from Claude, ChatGPT, or Cursor, two dates matter. On October 27, default OAuth apps for these agents became generally available. You can now connect them to the Genie One MCP server without asking an account admin to c...

2026-11-04-community-genie-one-mcp-cover-1080x1080.png
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  • 1 replies
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Latest Reply
DoTA
Honored Contributor
  • 0 kudos

Useful write-up. The scheduled agents failing on December 1 is the one I would double check first.One thing on the service principal line in the gotchas. Per the Genie cost docs, service principal usage is billed from the start, Genie One and Agents ...

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Valeria_Koz_DBX
by • Databricks Employee
  • 143 Views
  • 1 replies
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How to size your Genie bill (Genie Agent, Genie Code) before the free period ends (31 January 2027)

31 January 2027 is closer than it looks. Until then, every question your people ask Genie One or a Genie Agent is free. From 1 February, it's billed like the rest of Genie: a free monthly allowance per person, then pay-as-you-go. If nobody has worked...

Valeria_Koz_DBX_0-1793810528419.png
  • 143 Views
  • 1 replies
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Latest Reply
DoTA
Honored Contributor
  • 0 kudos

The mid-December start date is the part most people will miss, so thanks for spelling it out.Two things I noticed when I checked this against the Genie cost docs. The estimate query in step 4 prices the free rows by borrowing the most recent billed G...

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Khasim_1
by > • Contributor
  • 444 Views
  • 5 replies
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Unity Catalog external location access error after metastore attachment

Hi everyone,I am running into a permission issue when trying to query data from an external S3 storage location managed through Unity Catalog.Here are the symptoms:The Setup: Storage credentials and an external location were successfully created, and...

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Latest Reply
Fastlearning272
  • 3 kudos

This type of issue can sometimes occur when AWS IAM permissions are correctly configured, but Unity Catalog is unable to authorize access through the storage credential or external location. I would recommend checking a few things before changing the...

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revian
by > • New Contributor II
  • 1473 Views
  • 12 replies
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Serverless DNS failures after trial upgrade (AWS us-east-2)

Our AWS Premium serverless workspace in us-east-2 cannot resolve several public domains. We added a payment method, and the account UI confirms that the trial upgrade is complete.Three fresh serverless notebook runs on September 24, 2026, at approxim...

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Latest Reply
Liam3456
Visitor
  • 1 kudos

Thanks for sharing the details of this issue. DNS failures after upgrading from a trial account can be quite frustrating, especially when serverless resources suddenly stop working as expected. It would be helpful to check whether the problem is rela...

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KrisJohannesen
by > • Valued Contributor II
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  • 7 replies
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5 Minute Features - a new video series

I have spent the past couple of months building up a small hobby YouTube project where I run through Databricks Features in an easy to digest format.I am for a very hands-on and demo heavy approach so you can actually see what is going on, and how th...

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Latest Reply
Adilmuradqw
  • 6 kudos

Great idea, Kris! Short, demo-heavy videos are the best way to learn Databricks features. Seeing the clicks is so much easier than reading the docs.A few topic ideas:Unity Catalog permissions in practice (grants, row filters, column masks)Lakeflow / ...

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johnb1
by > • Contributor II
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Resolved! Materialized Views - Strange Difference in Refresh Performance

I have built the same materialized view twice with only one difference: mv01 does incremental refresh and mv02 does full refresh.The mv reads from 7 tables and 1 mv, performs unions, joins, anti-joins as well as filters, and calculates columns on the...

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Latest Reply
Fastlearning272
  • 5 kudos

The incremental refresh may actually be doing more work because of the complexity of the query and how changes propagate through joins, unions, and anti-joins. I’d be interested to know whether the query plan shows expensive change detection or recom...

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sudopradip
by > • New Contributor II
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  • 7 replies
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Serverless notebook: UC volume PUT via SQL connector fails *.storage.azuredatabricks.net resolves

From Azure Databricks serverless notebook compute (East US), uploading a file to a Unity Catalog volume with the Databricks SQL Connector PUT ... INTO '/Volumes/...' fails at TCP connect with [Errno 111] Connection refused. The warehouse accepts the ...

  • 596 Views
  • 7 replies
  • 3 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 3 kudos

Hello @sudopradip, I took a look at both internal and external documentation and here is what I found. Credit first. @SumeshKashyap had the practical answer early: write through /Volumes or the Files API from inside Databricks, don’t pin the public I...

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Databricks2206
by > • New Contributor
  • 679 Views
  • 2 replies
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Data Quality Dashbaord - I have a requirement to build a custom designed quality dashboard in dbx

I have a requirement to build a custom designed quality dashboard in dbx. The requirement is like user have to view the quality of data metrics in a single dahsboard for many tables, irrespective of viewing it via inbuilt data quality option availabl...

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  • 2 replies
  • 1 kudos
Latest Reply
SumeshKashyap
Valued Contributor III
  • 1 kudos

The per-table "Quality" view you're describing comes from data quality monitoring (anomaly detection). It already writes its results for every monitored table into one system table, system.data_quality_monitoring.table_results. Point an AI/BI dashboa...

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fjrodriguez
by > • New Contributor III
  • 450 Views
  • 2 replies
  • 1 kudos

Could Databricks app support the integration of Genei Room and Power BI?

Is it possible: a Databricks App embedding Power BI ? Rather than placing Genie inside Power BI, place Power BI inside Databricks. A Databricks App (React or Streamlit) hosts native Genie chat alongside a Power BI report embedded via the JavaScript S...

  • 450 Views
  • 2 replies
  • 1 kudos
Latest Reply
SumeshKashyap
Valued Contributor III
  • 1 kudos

Yes, this works. The thing to plan for is that the two halves need two separate sign-ins. Genie runs on the Databricks user token that the app forwards (on-behalf-of user authorization). Power BI needs its own Entra ID token for the Power BI API, and...

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vikneshwara_rb
by > • New Contributor II
  • 66 Views
  • 0 replies
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Community article marked as spam incorrectly

Hi team,My article "What It Takes to Read Lakeflow Pipeline Tables from Snowflake: A Unity Catalog Walkthrough" in Community Articles was marked as spam right after I published it. It is an original technical write-up on reading Lakeflow Declarative ...

  • 66 Views
  • 0 replies
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EAnthemNHC1
by > • New Contributor III
  • 3253 Views
  • 5 replies
  • 2 kudos

Time Travel Error when selecting from materialized view (Azure Databricks)

Hey - running into an error this morning that was brought to my attention via failed refreshes from PowerBI. We have a materialized view that, when queried with the standard pattern of 'select col1 from {schema}.table_name', returns an error of 'Cann...

  • 3253 Views
  • 5 replies
  • 2 kudos
Latest Reply
Alexjohn
New Contributor
  • 2 kudos

This is an interesting discussion about handling time travel errors when working with materialized views in Azure Databricks. Understanding how different data objects support historical queries is important, especially when troubleshooting complex da...

  • 2 kudos
4 More Replies
AdnanFaridKhan
by > • New Contributor
  • 116 Views
  • 1 replies
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Masking Columns for a Client Workspace When You Can’t Use Catalog Binding

Hi Everyone,I am Adnan and I am a Cloudera Platform expert recently joined the Databricks Community. I will be sharing all my implementations and experience I have gained as Big Data Expert and any solutions I implement to address my current business...

  • 116 Views
  • 1 replies
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Latest Reply
rachelwilson
New Contributor II
  • 0 kudos

did the tag-sync job cover the row-filter tags too, or just the column-mask ones? that's the bit i'd worry about drifting, since a missing row-filter tag fails silently the same way.

  • 0 kudos
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