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Community Bricktalk | SQL-Native Vector Search

Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, October 29! 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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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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yesterday
Free, Hands-On Databricks Training: APAC Learning Festival

  DATABRICKS Asia-Pacific Learning Festival Free, virtual, hands-on Databricks training   21 & 22 October 2026 Virtual, labs included Free     Ready to level up your Databricks skills? The Databricks Asia-Pacific Learning Festival is back, and ...

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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 (Oct 20–22) | 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
Databricks Community Champion - September 2026 - Venugopal Dabbara

Community Champion • September 2026 Meet Venugopal Dabbara Every month, our Community Champion Program recognizes a member who makes the Databricks Community better for everyone, through their knowledge, their willingness to help, and their commitmen...

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2 weeks ago
Solution Accelerator Series | Genome-Wide Association Studies

Genome-wide association studies help identify genetic variations associated with a disease or trait. The Genome-Wide Association Studies Solution Accelerator builds on Glow, an open source project for genomic analysis, to provide a fast, scalable and...

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a week 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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Thursday

Community Activity

Tushar_Parekar
by • Databricks Employee
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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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Rohit14
by > • New Contributor III
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Resolved! Associate data engineering

I see that we have to complete below courses within the upcoming event, I have started the first course which is "Data Ingestion with Lakeflow Connect" and completed 3 to 4 modules of it. Does it count in upcoming event or how to reset that? Would re...

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Latest Reply
sanabuluddin
New Contributor II
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Hi @Advika,I completed last module on last day. I haven't got the voucher yet. Could you help me with that?

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harsh120
by > • New Contributor II
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Table does not support batch scan.

After moving our incremental load jobs from DBR 16.4 (Spark 3.5) to DBR 18 (Spark 4.1.0), they fail with this error: [UNSUPPORTED_FEATURE.TABLE_OPERATION] The feature is not supported: Table `app_dev`.`vw_period` does not support batch scan. Please c...

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Latest Reply
Aravind_Reddy
Databricks Partner
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Hi @harsh120 The RemoteSparkConnectScan in the execution plan is an important clue. On Dedicated compute, Databricks can delegate queries involving fine-grained access controls to serverless compute, which explains why a remote scan may appear. Howev...

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Vamsi3757
by > • New Contributor III
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Best Architecture for Building a Custom Agent in Databricks?

Hi Everyone,I'm building a Databricks cost optimization agent and would appreciate some guidance on the recommended architecture.My current design consists of the following functions:Retrieve the last N job runs along with cost, DBU usage, runtime, c...

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Latest Reply
data_pulse
Contributor
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@Vamsi3757 I experimented with a similar use case recently and built a working Spark job cost/performance optimization agent in Databricks.I used a custom Python tool-calling agent with databricks-gpt-oss-120b through Databricks Model Serving, hosted...

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ankit2604
by > • New Contributor
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Datavault implemention on Databricks

Hi everyone,I'm building a Data Vault 2.0 architecture entirely natively in Databricks from scratch. We have specifically decided not to use dbt.While Raw Vault ingestion is straightforward with Spark/Delta, I'm looking for architectural advice on co...

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Latest Reply
Satyasai
Contributor
  • 11 kudos

HI @ankit2604,I am not able to get what you are saying , when you the same business key is coming from different batch, it will not load into hub as the logic for the hub is such a way that same only one business key per record should exists in hub a...

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Jim_Anderson
by • Databricks Employee
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FAQ for Advanced Learning Festival September 16 - October 14 2026

Frequently Asked Questions Databricks Advanced Learning Festival | September 16 - October 14 2026 General Where can I ask questions while going through the self-paced material? The Databricks Academy Learners Group page is a forum within the Data...

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Latest Reply
santi
New Contributor II
  • 21 kudos

Hi, i have completed both the path for Data Engineer Assoc and Apache Spark Dev but I haven't yet received the voucher. Can you please help? Email add: annabelle.santiago@gmail.com

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juanlozadab
by > • New Contributor III
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How do data roles overlap in your Databricks projects?

The other day, my brother asked me a simple question:“What does a Data Engineer actually do?”I started talking about pipelines, databases, and cloud platforms. His face told me that none of it was helping.So I tried a simpler explanation using a libr...

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Latest Reply
larson096vikky
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Hello, I think the boundaries between these roles often depend on the size of the team and the complexity of the project. In smaller teams, people naturally take on multiple responsibilities, while larger organizations tend to have more specialized r...

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dbernstein_tp
by > • Contributor
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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
Aravind_Reddy
Databricks Partner
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One approach worth exploring is whether you can eliminate the extra copy by exposing the Databricks gold tables to Fabric through the Mirrored Azure Databricks Catalog feature, then using Direct Lake against the supported mirrored tables.If the curre...

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Datalight
by > • Contributor
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Resolved! Design Oracle Fusion SCM to Azure Databricks

Hello Techie,I am planning to migrate All module of Oracle fusion scm data to Azure Databricks.Do we have only option of BICC (Business Intelligence Cloud Connector), OR any other option avaialble.Can anyone please help me with reference architecture...

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Latest Reply
DineshBI1234
New Contributor II
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The BI Connector writes the Fusion PVO data straight to ADLS Gen2 or any lakehouse/warehouse platform of your choice. Please check out this resource for more info - https://www.biconnector.com/blog/oracle-bicc-integration/ 

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UKSneha
by > • New Contributor II
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Request correting name in webassesor portal

Hello Support Team,I am writing to request an urgent escalation for Support Case 01048934.Registered Email ID: snehaumapathy424@gmail.comExam Name: Databricks Certified Data Engineer ProfessionalScheduled on : 25 October 2026Date Contact Form Submitt...

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Latest Reply
cert-ops
Databricks Employee
  • 1 kudos

Hello ,Thank you for filing a ticket with our support team, Support team will respond shortly. Please note that we cannot provide support or handle exam suspensions via community (it is not advised that you post your email address here in community)....

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DSBDatabricks
by • Databricks Employee
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Deploy databricks workspace on GCP with your own VPC (BYOVPC)

Presented by Marco Ferraro Hemapriya N

Databricks Skill Builder cover
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DSBDatabricks
by • Databricks Employee
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DB1To3
by > • Valued Contributor
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Resolved! Excel Add-in Trouble (Confirm Button not Enabled)

Has anyone ever gotten the excel add-in to work on Azure Databricks, for Excel? I created a trusted catalog for the Excel Add-in, I launch the Excel, and activate the add-in, I sign into my workspace, I click the button to connect, I select my SQL wa...

DB1To3_0-1792615295837.png
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Latest Reply
SumeshKashyap
Valued Contributor II
  • 3 kudos

hi @DB1To3 hope the answer was helpful, I would request you to accept it as solution so that it is useful for other community members  

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elias2
by > • Visitor
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How can I get access to Lakehouse//RT Beta in Databricks Free Edition?

Hi Databricks Community,Now I'd like to test Storage-level Transcoding + Lakehouse//RTIs Lakehouse//RT available in Free Edition or Free Trial? If not, how can I request Beta access for hands-on learning?Thanks for your help!

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Latest Reply
SumeshKashyap
Valued Contributor II
  • 0 kudos

hi @elias2 Short answer: not in Free Edition. Lakehouse//RT is a Beta that your Databricks account team has to enable for the account, and Free Edition has no account team or account console to request it through. Even if the toggle were there, Lakeh...

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DSBDatabricks
by • Databricks Employee
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