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Community BrickTalk | One Platform, Any Source: Unifying Enterprise Data with Lakeflow Connect

Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, September 17, 2026! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with d...

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yesterday
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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a week ago
Databricks Advanced Learning Festival: September 16 - October 14 2026

Databricks Advanced Learning Festival September 16 – October 14, 2026 Join us for a four-week event dedicated to learning, upskilling, and advancing your career in data engineering, analytics, machine learning, and generative AI. Whether you are...

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3 weeks ago
Virtual Event | Closing the AI Context Gap: How to Teach AI How Your Business Actually Runs

Virtual Event Time: AMER Sept 23 / 9 AM PTEMEA Sept 24 / 9 AM BST / 10 AM CESTAPJ Sept 24 / 9:30 AM IST / 12 PM SGT / 1 PM JST/KST / 2 PM AEST (Japanese and Korean captions available) Register for the Workshop Note: Marking RSVP on this Community ...

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Wednesday
Databricks EMEA Learning Festival | September 29-30

Databricks EMEA Learning Festival Hands On Virtual Training 29–30 September 2026 · 09:00 BST / 10:00 CEST · Fully virtual · Free to join Ready to accelerate your journey on Data & AI? Join us for the EMEA Learning Festival.  A two-day, hands-on vir...

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a month ago
Solution Accelerator Series | Subscriber Churn Prediction

Subscriber attrition can be difficult to anticipate. The Subscriber Churn Prediction Solution Accelerator shows how to analyze behavioral data, identify subscribers at increased risk of cancellation, and use machine learning to estimate churn likelih...

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a week ago
🌟 Community Pulse: Your Weekly Roundup! August 31 – September 06, 2026

The Weekly Digest • August 31 – September 6 Community Pulse Your weekly pulse: new articles, real answers, and the discussions worth watching.   This Week's Community Stars   This week's difference-makers – and a shout-out to the new members ear...

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4 hours ago

Community Activity

LokeshChikuru
by > Databricks Partner
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Azure Databricks Serverless Compute Unable to Connect to Azure SQL MI Using Failover Group FQDN via

We are using Azure Databricks Serverless Compute to connect to Azure SQL Managed Instance (SQL MI) through Network Connectivity Configuration (NCC) with Private Endpoint Rules. Connectivity works successfully when using the primary SQL MI FQDN. Howev...

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Latest Reply
LokeshChikuru
Databricks Partner
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@Samiko_db Thanks for your response. I had a similar thought and noticed the same recommendation in a few other blogs as well. However, I recently came across the new Private Network Gateway feature for Azure Databricks, which leverages a delegated s...

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fjrodriguez
by > New Contributor III
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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...

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Latest Reply
balajij8
Esteemed Contributor II
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@fjrodriguez The integration is technically feasible. Apps built with AppKit (the recommended TypeScript + React SDK) generally include a native Genie plugin that provides conversational AI/BI capabilities with natural language queries. You can embed...

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srikanthp24
by > New Contributor
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  • 6 replies
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Lakeflow connect Ingestion pipeline notification for gateway pipeline

Hi Guys,As you guys know that when we are building lake flow connect ingestion pipeline in UI. The pipeline consist both gateway pipeline and ingestion pipeline together. We have notification for the ingestion pipeline but not for gateway pipeline. I...

srikanthp24_0-1788542943980.png
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Latest Reply
data_pulse
New Contributor
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@srikanthp24 As mentioned earlier, The UI currently doesn't allow to configure notifications. The work arounds suggested are :DAB - In Asset bundles, can declare the Yaml constructs with all the config along with notifications and deploy via CI/CD.  ...

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Islam_hoti
by > New Contributor II
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How are you attributing serverless costs back to individual jobs and teams?

Hi everyone,We moved most of our workloads to serverless over the last few months and the performance side has been fine. The part we did not plan for is cost attribution.On classic compute this was easy. One cluster per team, tags on the cluster, an...

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Latest Reply
data_pulse
New Contributor
  • 1 kudos

@Islam_hoti We recently solved this use case to attribute the serverless cost. Our approach was not to rely on a single tagging mechanism, but to build a layered attribution on top of Databricks billing system tables.The actual DBUs/cost always come ...

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1 More Replies
Darshanrawal971
by > New Contributor
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  • 3 replies
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How is Serverless Compute implemented under the hood?

Hi everyone,I've been reading about Serverless Compute and have a question about the underlying architecture.In the classic compute model, clusters are provisioned in the customer's cloud account. With Serverless, Databricks manages the compute, but ...

  • 636 Views
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Latest Reply
Samiko_db
Databricks Employee
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@Darshanrawal971 I think both replies have the answered questions, but the TLDR is: our engine manages clusters in warm start which means as soon as a query gets processed, a cluster gets attached to a shared network boundary that cluster would inher...

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Tushar_Parekar
by Databricks Employee
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Expanding Genie Agents: Deep analysis, file reasoning, and more

Genie Agents are becoming more powerful and easier to curate, helping teams move from quick data lookups to deeper analysis, richer context, and shared decision-making. Key highlights Go deeper with Agent mode and APIs: Agent mode supports multi-step...

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barnabywalker
by > New Contributor
  • 243 Views
  • 7 replies
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Resolved! fastai import in databricks broken

Has anyone else had a problem today (2026-09-04) with imports from fastai?The error message points to a problem with the underlying fastcore package:AttributeError: 'Function' object attribute '__doc__' is read-onlyI'm getting the same error using fa...

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Latest Reply
ThiamLee
New Contributor III
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I’m seeing the same issue today—seems like the recent compute runtime update may be related. Hopefully someone from the fastai/Databricks side can confirm.

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6 More Replies
GunaR
by > Contributor
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Genie Agent response Export to PDF via API

Hello,Got a need to invoke the Genie Agent chat (in agent mode) via API, and on the request completion, export the agent response in PDF and share the exported PDF in email.  Am already using 'Agent Mode Create Response' endpoint to invoke the chat p...

Generative AI
Genie Agent
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Latest Reply
data_pulse
New Contributor
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@GunaR Adding to the above mentioned from @Ashwin_DSA, I tested this from Databricks and can confirm the client side PDF approach works.A couple of useful observations from the test:The completed Agent response can be extracted from the assistant mes...

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gowri_databrick
by > New Contributor II
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Using Databricks Asset Bundles and Lakeflow Jobs in a Real Project

Hi everyone,I’m working through Databricks deployment and orchestration concepts and wanted to understand how Databricks Asset Bundles and Lakeflow Jobs fit together.Real-world scenario:Imagine an e-commerce company has a customer data pipeline that ...

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Latest Reply
balajij8
Esteemed Contributor II
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@gowri_databrick Automation Bundles serve as the infrastructure as code layer for your e-commerce customer data pipeline. You define everything in databricks.yml file with resource definitions in resources/*.yml - notebooks in src/, pipeline configur...

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Islam_hoti
by > New Contributor II
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Now that Unity Catalog manages Iceberg natively, is anyone actually switching?

Hi everyone,Unity Catalog managed Iceberg tables went GA earlier this year, and they arrived with the features that used to be the reason to stay on Delta: liquid clustering, predictive optimization, materialized views, streaming tables. On paper the...

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km1837
by > Databricks Partner
  • 36 Views
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AI/BI Dashboards

Hi AllMy client is looking to create a few dashboards in DataBricks instead of Power BI. We already have a template in Power BI (header for each page, information about out BI Page) in each of our power bi report which has colors, fonts, images etc.H...

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Latest Reply
balajij8
Esteemed Contributor II
  • 0 kudos

@km1837 You can start with Workspace Themes - admin level configuration that defines fonts (family, color, size, weight per text category), canvas background, widget styling (border, corner radius, padding), visualization axis/grid colors, and catego...

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taglud_dbw
by > New Contributor II
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  • 2 replies
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Databrick Oauth federation

I try to get databrick token from my databricks workspace, I set up properly databricks federation policy, but i still get this error."invalid_client": "user '123456' is not a member of workspace '123456' "i have checked in databricks console workspa...

  • 54 Views
  • 2 replies
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Latest Reply
Ashwin_DSA
Databricks Employee
  • 0 kudos

Hi @taglud_dbw, The "invalid_client": "user '123456' is not a member of workspace '123456' "  error during token federation means that the OAuth token exchange endpoint could not resolve the user as a direct member of the target workspace at the mome...

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1 More Replies
Advika
by Community Manager
  • 77 Views
  • 0 replies
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🌟 Community Pulse: Your Weekly Roundup! August 31 – September 06, 2026

The Weekly Digest • August 31 – September 6 Community Pulse Your weekly pulse: new articles, real answers, and the discussions worth watching.    This Week's Community Stars   This week's difference-makers – and a shout-out to the new members ...

Untitled design (12).png Message Bus Ingestion to the Lakehouse V3.jpeg Screenshot 2026-09-01 at 5.00.34 PM.png Regional Sales Performance vs Target.png
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robertaryeh101
by > New Contributor
  • 30 Views
  • 0 replies
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Exploring the Databricks Application Development Ecosystem

I've been exploring the Databricks ecosystem and recently started looking more closely at Databricks Apps and Lakebase.What I find interesting is how Databricks is moving beyond data processing and analytics into application development.Lakebase prov...

  • 30 Views
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Akash_Wadhankar
by > Databricks Partner
  • 1687 Views
  • 2 replies
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Learn Databricks AI medium article series for fellow learners.

When it comes to machine learning, the platform plays a pivotal role in successful implementation. Databricks offers a best-in-class machine learning platform with cutting-edge features such as MLflow, Model Registry, Feature Store, and MLOps, which ...

Machine Learning
DatabricksML MachineLearning AI FeatureStore DecisionScience
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Latest Reply
ThiamLee
New Contributor III
  • 1 kudos

Great share! Databricks really has built something special on the ML side — MLflow alone has become almost a default for experiment tracking, and pairing it with Model Registry and Feature Store makes the whole path from experimentation to productio...

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1 More Replies
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