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Data Detective Series | Ready to crack a case with data? 🕵️‍♀️

We’re getting ready to pilot the Databricks Detective Series ahead of its launch at Data + AI Summit 2026, and we’re looking for Community members to help test it.  Databricks Detective Series is a free, gamified, hands-on experience where you become...

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  • 8 replies
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a week ago
DAIS 2026 | Community Virtual Contest – Showcase Your Skills & Win Exclusive Swag

We promised something special and here it is. We're thrilled to introduce the DAIS 2026 Community Virtual Challenge, open to every member of the Databricks Community, wherever you are in the world. Opens: May 15, 2026 Closes: May 31, 2026 Winners...

  • 794 Views
  • 5 replies
  • 5 kudos
Friday
Share your Lakebase story and receive a $50 gift card!

Calling all builders!Since GA, thousands of teams have moved production workloads onto Lakebase. We want to hear how you’re using it.A few examples of stories we’d love to capture: Building stateful AI agents that need persistent memory alongside lak...

  • 527 Views
  • 9 replies
  • 1 kudos
a week ago
DAIS registrants: apply for the Apps & Agents for Good Hackathon 2026

Already registered for Data + AI Summit 2026? Join us on Monday, June 15 for the Databricks Apps & Agents for Good Hackathon 2026, hosted in partnership with OpenAI. Secure your spot and apply by Sunday May, 31 Note: Marking RSVP on this Community ...

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a week ago
DAIS 2026 Speaker Spotlight Series #5 | Jasmeet Jaggi

  DAIS 2026 · Speaker Spotlight A conversationwith Jasmeet Jaggi On business semantics — the foundational trust layer that lets self-service analytics, dashboards, and AI agents actually work on enterprise data. The Session Unity Catalog Busi...

  • 22 Views
  • 0 replies
  • 1 kudos
3 hours ago
Data+AI Summit 2026 | Get hands on with AI

Limited seats are available to join our revamped training program at Data + AI Summit 2026 in San Francisco, with early-bird pricing that gives you 50% off training if you register by April 30. Key highlights Big savings on training and certification...

  • 1588 Views
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a month ago
Databricks Community Champion - May 2026 - Balaji J

Our Community Champion Program celebrates members who consistently contribute their expertise, support fellow practitioners, and help shape a stronger and more collaborative Databricks Community. Every month, we recognize individuals whose passion fo...

  • 172 Views
  • 3 replies
  • 5 kudos
yesterday
Solution Accelerator Series | Media Mix Modeling (MMM)

In today’s media landscape, it can be difficult to know which marketing channels are driving results. The Media Mix Modeling (MMM) Solution Accelerator helps organizations bring together data from channels such as TV, social media and email marketing...

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Tuesday
🌟 Community Pulse: Your Weekly Roundup! May 04 – 10, 2026

The Weekly Digest • May 04 – May 10 Community Pulse This week's top threads, breakthroughs, and knowledge drops from the community. Top Contributors This Week   Contributors leading with curiosity and kindness: @nayan_wylde  @Sumit_7 @amirabed...

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a week ago

Community Activity

viky3110
by > Databricks Partner
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Generative AI badge not received been more than 3 months

Dear Team,I have not received my Databricks badge on generative AI engineering, even after i completed all the required steps .Please look into this.ThanksVikash 

  • 7 Views
  • 0 replies
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Rishabh_Tiwari
by Community Manager
  • 172 Views
  • 3 replies
  • 7 kudos

Databricks Community Champion - May 2026 - Balaji J

Our Community Champion Program celebrates members who consistently contribute their expertise, support fellow practitioners, and help shape a stronger and more collaborative Databricks Community. Every month, we recognize individuals whose passion fo...

Screenshot 2026-05-20 at 6.03.47 PM.png
  • 172 Views
  • 3 replies
  • 7 kudos
Latest Reply
MandyR
Community Manager
  • 7 kudos

Thanks to @balajij8 for being a Community Champion!! We appreciate all you do so much. Stay tuned for a special invitation from me and the Community team! 

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2 More Replies
Diegol1337
by > New Contributor
  • 3132 Views
  • 6 replies
  • 1 kudos

Databricks Dashboards - display totals in Tables

I was wondering if anyone has been able to display totals in a Table/Pivot visualization? Similar to what is possible in other BI tools?If I have a table with a bunch of rows and one of the columns is Total Cost, I want to be able to show a Total at ...

  • 3132 Views
  • 6 replies
  • 1 kudos
Latest Reply
Vikash1819
Visitor
  • 1 kudos

Hi,Is there a way to add a grand total to a table visualisation in a Databricks dashboard, based on the latest updates?In a pivot table, I can add a grand total row; however, the issue is that doing so compromises the sorting functionality.

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5 More Replies
robertayoung520
by > Visitor
  • 11 Views
  • 0 replies
  • 0 kudos

Init Script to Install ODBC Driver Causes Cluster Crash (JVM Thread Dump)

Hello Databricks Community,I am facing a critical issue where our cluster fails to start when using an init script designed to install the Databricks ODBC driver. I'm hoping someone can shed light on what might be happening within our specific enviro...

  • 11 Views
  • 0 replies
  • 0 kudos
lkahn
by > New Contributor
  • 149 Views
  • 2 replies
  • 0 kudos

UI issue with R plots

Starting on May 6, our workspace in ap-southeast-2 stopped being able to display R plots correctly. This is specific to this workspace (we have 3), and specific to R plots, and is occurring for all users and clusters.The figure itself can be resized ...

  • 149 Views
  • 2 replies
  • 0 kudos
Latest Reply
Lu_Wang_ENB_DBX
Databricks Employee
  • 0 kudos

This looks like a workspace-side notebook UI regression.  Recommendation Open a Databricks support ticket and treat it as a Notebook UI / rendering regression for that workspace. Include: Workspace IDRegion: ap-southeast-2Start date: May 6A notebook...

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1 More Replies
WorksBuddy
by > New Contributor II
  • 24 Views
  • 1 replies
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Best approach for evaluating output quality across multiple specialized AI agents sharing context?

Hi everyone,We're running a platform with several specialized AI agents, each handling a distinct business function (task management, lead qualification, email outreach, invoicing). They don't operate in isolation. They share context with each other,...

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  • 1 replies
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Latest Reply
Lu_Wang_ENB_DBX
Databricks Employee
  • 0 kudos

Because your agents hand work to each other automatically, your evaluation unit should be the workflow. 1. How to evaluate a multi-agent chain Use end-to-end trace evaluation as the primary metric, and step-level scorers as secondary diagnostics. MLf...

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jlieow
by Databricks Employee
  • 47 Views
  • 0 replies
  • 1 kudos

Letting Coding Agents Move Fast Without Breaking Everything

Your preferred AI model is a deeply personal choice. Public benchmarks might declare the “best” model for a specific task, but they don’t account for your workflow or how you access information, which can change the calculation entirely. Person A mig...

ezgif-6c9cee9d80b51dd4.gif Gemini_Generated_Image_xngzuvxngzuvxngz.png
  • 47 Views
  • 0 replies
  • 1 kudos
plankton
by > Visitor
  • 147 Views
  • 7 replies
  • 2 kudos

R plots not rendering

Has anyone been experiencing the issue of R plots not rendering in notebooks, starting a few days ago?t's not related to splarkly or plotly, or specifc data types, or anything. For example in base R: plot(1:3, 5:7) calculates without error, but does ...

  • 147 Views
  • 7 replies
  • 2 kudos
Latest Reply
riabenko
Visitor
  • 2 kudos

The device to file workaround doesn't work for complex plots from ggarrange. I also stopped seeing plots in all old notebooks.  Hope this is fixed soon.

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6 More Replies
ccsalt
by > New Contributor
  • 65 Views
  • 1 replies
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Inconsistent Cluster Log Persistence to Volume/S3 (stderr, stdout, log4j-active.log)

Saving logs from an all-purpose cluster to Volume or S3 is not consistent, because stderr, stdout, and log4j-active.log get overwritten when the cluster is restarted between minutes 01 and 59.Tested case:A job is configured to start every 20 minutes,...

  • 65 Views
  • 1 replies
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Latest Reply
aleksandra_ch
Databricks Employee
  • 0 kudos

Hi @ccsalt , This is a known limitation. Log rotation (renaming to log4j-YYYY-MM-DD-HH.log.gz) only happens on the hour boundary. The active log file log4j-active.log has always the same name and is overwritten if a cluster restart happens within one...

  • 0 kudos
Tushar_Parekar
by Databricks Employee
  • 22 Views
  • 0 replies
  • 1 kudos

DAIS 2026 Speaker Spotlight Series #5 | Jasmeet Jaggi

  DAIS 2026 · Speaker Spotlight A conversationwith Jasmeet Jaggi On business semantics — the foundational trust layer that lets self-service analytics, dashboards, and AI agents actually work on enterprise data. The Session Unity Catalog Busi...

Jasmeet Jaggi.jpeg cover_dais_speaker_spotlight_jasmeet_jaggi.png
  • 22 Views
  • 0 replies
  • 1 kudos
mgcasas-aws
by > New Contributor
  • 2509 Views
  • 2 replies
  • 1 kudos

Resolved! Azure Databricks Serverless private connection to S3 bucket

I'm looking for technical references to connect an Azure Databricks serverless workspace to an S3 bucket over a private site-to-site VPN connection. Found the following to connect AWS (consumer) to Azure (provider), but I'm looking for the other way....

  • 2509 Views
  • 2 replies
  • 1 kudos
Latest Reply
Venkatauppuluri
  • 1 kudos

Hello @Sai_Ponugoti any progress on the solution?

  • 1 kudos
1 More Replies
AlexM
by > New Contributor
  • 55 Views
  • 1 replies
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Serverless Custom Environment Imaging

Hi,I'm looking at moving from job clusters to serverless environments. Ideally to reduce cost and improve start up time.I can see that it is now possible to specify a custom environment .yaml file - and specify Python packages to be installed.Is ther...

  • 55 Views
  • 1 replies
  • 0 kudos
Latest Reply
Ashwin_DSA
Databricks Employee
  • 0 kudos

Hi @AlexM There isn’t currently a way to bring a pre-built container image into serverless notebooks/jobs. Serverless supports custom environment YAML files and dependency installation/caching, but Databricks Container Services isn’t supported on ser...

  • 0 kudos
Tarzi-Simon
by Databricks Employee
  • 71 Views
  • 0 replies
  • 0 kudos

The Top 10 Best Practices for AI/BI Dashboards Performance Optimization (Part 2)

This post is the second part of a two-part series on optimizing Databricks AI/BI dashboard performance at scale.  In the previous post, we focused how layout, filters, parameters, and caching determine how much work the system does for every click. T...

2026-01-blog-dashboarding-best-practices-It’s-time-to-change-og-1200x628 2x 2.png
  • 71 Views
  • 0 replies
  • 0 kudos
Tarzi-Simon
by Databricks Employee
  • 80 Views
  • 0 replies
  • 0 kudos

The Top 10 Best Practices for AI/BI Dashboards Performance Optimization (Part 1)

Dashboard performance issues rarely come from a single place. They’re usually the combined effect of dashboard design, warehouse concurrency and caching and data layout in your lakehouse. If you optimize only one layer—SQL, or compute sizing, or tabl...

dashboard_anatomy_upscaled_4x.png 2026-01-blog-dashboarding-best-practices-It’s-time-to-change-og-1200x628 2x.png
  • 80 Views
  • 0 replies
  • 0 kudos
Tushar_Parekar
by Databricks Employee
  • 50 Views
  • 0 replies
  • 0 kudos

Learning Series | Master Modern Analytics Fundamentals

Databricks Academy offers the free Master Modern Analytics Fundamentals training to help learners understand how to build trusted, AI-powered analytics on the Databricks Platform.  In just 1-hour you’ll learn to: Build and navigate AI/BI dashboards: ...

Learning Series (800 x 800 px) (6) (1).png
  • 50 Views
  • 0 replies
  • 0 kudos
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