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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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2 weeks ago
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 ...

  • 241 Views
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Thursday
✈️ 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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  • 1 replies
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yesterday
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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Wednesday
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
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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3 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...

  • 198 Views
  • 1 replies
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Thursday
🌟 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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2 weeks ago

Community Activity

Mathias_Peters
by > • Contributor II
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Avoid AWS SDK 1.x dependencies in cluster classpaths

Hi, As part of an AWS well architected review, we received a recommendation to stop using AWS SDK 1.x since this version has been deprecated since end of 2025. A cloud trail search showed that this lib is still in use in our data AWS accounts. In the...

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Latest Reply
johnsmith9912
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Please refer to the website for details on AWS SDK v1 dependencies in Databricks Runtime 18.2. For the migration timeline and recommended DBR version, we should confirm the latest guidance with Databricks Support.

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1 More Replies
Office_Solution
by > • New Contributor II
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  • 4 replies
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Resolved! Tools to parse Informatica PowerCenter XML to Databrics PySpark ?

Hi all,We're planning a move from legacy PowerCenter to Databricks.Creating Delta Tables in simple enough, but manually converting dozens of PowerCenter mappings, nested mapplets, & expression logic into PySpark is eating up way too much dev time.Bef...

  • 320 Views
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Latest Reply
Abhishek20
Visitor
  • 0 kudos

We hit this exact same issue moving PowerCenter logic over to Databricks. Hand translating all those nested mapplets and expression transformations into PySpark is a huge drain on time.We used a tool named Pulse Convert to read our .xml exports and g...

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3 More Replies
capoorhimanshu
by > • Visitor
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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...

  • 95 Views
  • 2 replies
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Latest Reply
SumeshKashyap
Valued Contributor II
  • 0 kudos

Hello @capoorhimanshu On standard access mode this is expected. Scala/Java closures (foreachPartition, mapPartitions, UDFs) don't run in the executor JVM where the cluster env vars are set. They run in an isolated per-user sandbox process with a fixe...

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UKSneha
by > • New Contributor III
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Escalation Request: Ticket #01048934 | Name Correction Pending for Webassessor Certification Profile

Escalation Request: Ticket #01048934 | Name Correction Pending for Webassessor Certification Profile Databricks Training & Certification Team,I am writing to formally escalate support ticket #01048934, which was opened to correct the name on my Webas...

  • 80 Views
  • 1 replies
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Latest Reply
tayla55bory
  • 0 kudos

Hello,I’m sorry you’ve had to wait so long for this issue to be resolved. I hope the Databricks Certification Team escalates your ticket to the appropriate team and corrects your name as soon as possible. It’s important to have your certification pro...

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Tushar_Parekar
by • Databricks Employee
  • 161 Views
  • 1 replies
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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...

dataai_worldtour_november_cover_800x800.png
  • 161 Views
  • 1 replies
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Latest Reply
Santoshpavan
  • 0 kudos

https://www.caplight.com/investor/databricks-ventures How could you mentioned my name as co founder then  were is my team 

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Santoshpavan
by > • Visitor
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Co founder mentioned in Caplight

Regarding Co Founder mentioned without my permissionPlease let me know us statusI am waiting for your responsecaplight/investor/databricks-ventures 

  • 41 Views
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TheVinhBui
by > • New Contributor II
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  • 17 replies
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Databricks DiscountVoucher

When does Databricks send email Discount Voucher? Because I'm waiting for today and not get it?Thank you.

  • 1345 Views
  • 17 replies
  • 1 kudos
Latest Reply
AnibalUM
New Contributor II
  • 1 kudos

@Advika @Jim_Anderson I haven't received the voucher after I finished all the modules. Could you check, please? Thank you.

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16 More Replies
A_Motia
by > • New Contributor II
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Resolved! Query on Databricks apps idle time out

Question:As of Today, Databricks Apps do not appear to have a generally available (GA) setting for automatic stopping or idle timeout. Although `compute_min_instances` and `compute_max_instances` are available in the CLI, these settings are still in ...

  • 85 Views
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Latest Reply
SumeshKashyap
Valued Contributor II
  • 1 kudos

Hello @A_Motia Correct, there's no GA idle-timeout or auto-stop for Apps today. An app is billed for its compute size the whole time it's in the Running state, whether anyone uses it or not. The supported workaround is to stop it yourself on a schedu...

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indradbxlearn
by > • New Contributor III
  • 340 Views
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Feature Request: Cross-job dependencies with business-date awareness

SummaryWorkflows can chain tasks inside one job, but there is no native way to say: “Run job X once per day, after jobs A, B, C, D and E have each completed successfully for the same business date, even though they are independent jobs with their own...

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Latest Reply
suranga
Databricks Partner
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Nice design. One option for the gate: instead of paging through the Jobs API, query the jobs system tables. It's one SQL query and works across workspaces:SELECT job_id FROM system.lakeflow.job_run_timeline WHERE job_id IN (<dimjob1..5 ids>) AND resu...

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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...

  • 422 Views
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  • 3 kudos
Latest Reply
suranga
Databricks Partner
  • 3 kudos

On the open question about an existing MV: the docs only describe setting those two properties when the MV is created. So I'd treat it as a create-time setting and not count on ALTER working on an existing MV. What I'd do:1. Add the properties to the...

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12 More Replies
vkondepati
by > • Databricks Partner
  • 171 Views
  • 4 replies
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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...

  • 171 Views
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Latest Reply
suranga
Databricks Partner
  • 0 kudos

Agree there's no timezone option on the connection or foreign catalog. Rather than casting in every query, I'd fix it once in a governed view:CREATE VIEW main.gold.orders_v ASSELECTorder_id,to_utc_timestamp(created_at, 'America/Chicago') AS created_a...

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3 More Replies
dans-vander
by > • New Contributor II
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[FGAC_ON_DEDICATED_COMPUTE_FAILED] Fine-grained access control (FGAC) on dedicated compute failed

Hi everyone, Starting this thread to check if anyone else has seen a similar issue, and sharing the solution because in our case, it was a detail we hadn't noticed it in the documentation. https://docs.databricks.com/aws/en/compute/single-user-fgac P...

dansvander_0-1789651121627.png dansvander_1-1789652090146.png dansvander_2-1789652099168.png
Administration & Architecture
Databricks Administration
serverless
  • 404 Views
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Latest Reply
slowder
New Contributor III
  • 0 kudos

Your point about the delegation hop is a critical detail. It means that even if you want to keep workloads on dedicated classic compute, you still have to enable the serverless path workspace-wide just to handle policy evaluation.We didn’t hit this o...

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juanlozadab
by > • New Contributor III
  • 183 Views
  • 1 replies
  • 2 kudos

Beyond Bronze, Silver, and Gold: When Does a Separate Stage Make Sense?

I recently published my first technical blog! I was a little nervous about sharing it, but I’m happy to take this first step. I hope to keep sharing what I learn and improve my writing along the way.For this article, I chose a question I’ve encounter...

  • 183 Views
  • 1 replies
  • 2 kudos
Latest Reply
slowder
New Contributor III
  • 2 kudos

Congrats on the first post, Juan. Treating logic, storage, and publishing as three separate decisions is the most useful part, because most layer debates go wrong when those get collapsed into one.My default is simplicity. Start with bronze, silver a...

  • 2 kudos
ASH1243434
by > • New Contributor II
  • 109 Views
  • 2 replies
  • 0 kudos

Best pattern for ingesting large (multi-GB) zip files from an external SFTP into Databricks

What I'm trying to doPull one zip file per day from an external vendor's SFTP server into Databricks. Most are a few hundred MB, but some are several GB. The zips contain .txt files. Ultimately I just need the zip landed somewhere Databricks can read...

  • 109 Views
  • 2 replies
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Latest Reply
data_pulse
Contributor
  • 0 kudos

@ASH1243434 For this workload, I'd recommend a scheduled Databricks Job using Paramiko → UC Volume → ZIP extraction → Auto Loader.Although the native Lakeflow SFTP connector supports binaryFile, it doesn't provide a direct raw ZIP-to-Volume transfer ...

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grantarbuckle1
by > • New Contributor
  • 57 Views
  • 0 replies
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Unable to see trainings for Azure Databricks Platform Architect accreditation

Hello, I am wanting to get the Azure Platform Architect Badge as mentioned here: https://www.databricks.com/learn/certification/databricks-on-azure. However, the self-paced training it says to take for this accreditation (Azure Databricks Data + AI P...

  • 57 Views
  • 0 replies
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