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FLASH SALE: Save 50% on Summit Training ⚡

Ready to level up your skills before the biggest data and AI event of the year?  From May 27 through June 3, we are cutting prices in half. Expert-led training courses are just $212.50 each! Register for Data + AI Summit today and pick from 20+ hands...

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a week ago
Community BrickTalk: Using AI to Navigate Unfamiliar Business Data

Hey Databricks Community! Join us for a free Databricks Community sponsored BrickTalk on Thursday, June 4! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with dat...

  • 392 Views
  • 1 replies
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a week ago
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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3 weeks ago
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...

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  • 9 replies
  • 1 kudos
3 weeks 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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3 weeks ago
DAIS 2026 Speaker Spotlight Series #14 | Jake LaDuke

  DAIS 2026 · Speaker Spotlight A conversationwith Jake LaDuke On the Media & Entertainment Industry Forum — and how data and AI are reshaping content, audiences, and the business behind them. The Session Media & Entertainment Industry Forum ...

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18 hours ago
Solution Accelerator Series | Recency, Frequency and Monetary (RFM) Segmentation

RFM segmentation helps retail brands use first-party data to better understand their customers based on Recency, Frequency and Monetary value. The Recency, Frequency and Monetary (RFM) Segmentation Solution Accelerator shows how organizations can cal...

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Tuesday
🌟 Community Pulse: Your Weekly Roundup! May 25 – 31, 2026

The Weekly Digest • May 25 – May 31 Community Pulse Your weekly roundup of top threads, fresh articles, and community wins. This Week's Community Stars   Recognizing the people who kept the community moving forward -- with a new face in the mix ...

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yesterday

Community Activity

ashish51
by > New Contributor II
  • 185 Views
  • 1 replies
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DAIS Community Virtual Challenge 2026: LEGO Value Engine - using Data and AI to Find the Best LEGO

Hey everyone!For the DAIS 2026 Community Virtual Challenge, I built a LEGO Value Engine using Databricks Free Edition.This is a passion project that combined my interests of both LEGOs and Data Engineering.When a new LEGO set releases, it can be hard...

  • 185 Views
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Latest Reply
ashish51
New Contributor II
  • 2 kudos

GitHub Repository: Lego Value Engine Architecture Diagram (better quality version can be found here) 

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aman_k_sharma1
by > New Contributor II
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Building a Scalable Data Pipeline with Databricks Free edition | Spark Declarative Pipelines

I recently built an end-to-end data pipeline architecture in the transportation domain, focusing on city and trip data. The pipeline follows the Bronze–Silver–Gold layered approach, where raw data is ingested into the Bronze layer, cleaned and standa...

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prashanthxavier
by > New Contributor
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  • 0 replies
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Passed Databricks GenAI Associate with 88% - sharing my structured study notes March 2026 update

Just cleared the Databricks Certified GenAI EngineerAssociate exam with 88% and wanted to share whatactually helped.The prep experience was a little frustrating. Official materialsare scattered across Academy courses, documentation, andnotebooks with...

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cdn_yyz_yul
by > Contributor II
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Declarative pipeline full table refresh generates empty MV.

Hi everyone,- the situation:I have a Declarative pipeline. The pipeline consists several .py files.file1.py: creates a Materialized  View: description.file2.py: create 2nd Materialized View by reading a table "transactions" and reading the MV "descri...

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amekojc
by > New Contributor II
  • 39 Views
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How to show percent of total that recognizes global filter selections

I'm trying to implement a percent of total measure in pivot table. I succeeded in creating a measure using the below formula.However, I want this measure to recognize global filter selections. For example, I want to show emissions share by category. ...

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WiliamRosa
by > Databricks Partner
  • 199 Views
  • 1 replies
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Governance RiskOps Agent for Unity Catalog

Body:Every day, data platforms generate thousands of audit events. But here's the problem: security teams are drowning in noise.Critical risks hide in plain sight. Manual investigations take hours. Compliance gaps surface too late. And there's no int...

  • 199 Views
  • 1 replies
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Latest Reply
BS_THE_ANALYST
Databricks Partner
  • 2 kudos

Hey @WiliamRosa!Great contribution . I have been so busy with client work the last couple of weeks that I didn't get a chance to get a challenge sorted for this . Very jealous!I love the concept of " transforms raw audit logs into actionable security...

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MerrillAldrich
by > Visitor
  • 33 Views
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Third party salespeople have started calling my wife about the Summit

My wife keeps getting calls this week from third parties asking if she'd like to visit their booth or party or whatever at the Data and AI Summit. Thing is, she's not going!The best thing I can think of is through a security breach or other mishap my...

  • 33 Views
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shan-databricks
by > Databricks Partner
  • 59 Views
  • 2 replies
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MongoDB Spark Connector UC command is not supported without recommendation

I am trying to read a MongoDB collection using spark.read.format("mongodb"). However, when I attempt to display the collection, I receive the error: "UC command is not supported without recommendation." Please help resolve this issue.

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Latest Reply
Ashwin_DSA
Databricks Employee
  • 0 kudos

Hi @shan-databricks, This is expected behaviour on Unity Catalog shared or standard compute. The mongodb Spark data source path can fail there with UC_COMMAND_NOT_SUPPORTED.WITHOUT_RECOMMENDATION / SQLSTATE 0AKUC. The public docs for that are UC_COMM...

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1 More Replies
Tushar_Parekar
by Databricks Employee
  • 113 Views
  • 1 replies
  • 5 kudos

Databricks Community Fellows – May 2026 Recap

Monthly Recap • May 2026 Community Fellows Some Bricksters don't just answer questions, they build the infrastructure that makes the whole program run better for everyone. May was that kind of month. May by the Numbers The Fellows kept showing u...

fellows-hub-logo.png image (8).png Ashwin_Profile_Pic.jpg wang-lu.png
  • 113 Views
  • 1 replies
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Latest Reply
Commitchell
Databricks Employee
  • 5 kudos

The most fun group at Databricks!?

  • 5 kudos
Avinash_Narala
by > Databricks Partner
  • 43 Views
  • 0 replies
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Solving the "Untitled" Lineage Mystery in Unity Catalog

Hey everyone,Have you ever opened Databricks Catalog Explorer to audit a table, only to find the downstream job listed as "Untitled"? Databricks Unity Catalog is incredibly powerful for automated lineage, but it quietly breaks the moment you orchestr...

  • 43 Views
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venkat-raghavan
by > New Contributor III
  • 88 Views
  • 2 replies
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AI Governance via UC MCP connection

AI Governance via UC MCP ConnectionI can not figure out how to make the policy  option show up in the GUI to allow me to attach a policy to the MCP server. The "Policies" option is not showing for me even though I can confirm I have it enabled:See im...

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  • 88 Views
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Latest Reply
anmolhhns
New Contributor III
  • 0 kudos

Hey,Contact your Databricks account representative or support team and request enrollment in the Service Policies for MCP gated beta.

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1 More Replies
gaurav61
by > Databricks Partner
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Self Learning Testing Framework using Experiment Tab in Agent Bricks

One of the most valuable capabilities in Agent Bricks is the Experiments tab, where Databricks automatically evaluates different agent configurations and optimization runs using LLM-as-a-Judge techniques. Instead of relying only on traditional metric...

  • 30 Views
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sundarep_cav
by > Databricks Partner
  • 211 Views
  • 1 replies
  • 0 kudos

system.ai.python_exec suddenly failing with UNRESOLVED_ROUTINE on Azure (West US) since May 27 ~4pm

Hi all, We're hitting a sudden failure with Databrick's built-in python sandbox system.ai.python_exec function and want to check whether others are seeing the same thing, since it looks region-specific.Environment:Cloud: Azure DatabricksRegion: West ...

  • 211 Views
  • 1 replies
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Latest Reply
emma_s
Databricks Employee
  • 0 kudos

Hi, just had a quick look into this and it looks unlikely to be a customer-side permissions issue. system.ai.python_exec is a built-in Databricks function/tool, and there have been region-specific cases where the function was unavailable because it h...

  • 0 kudos
Advika
by Community Manager
  • 150 Views
  • 1 replies
  • 4 kudos

DAIS 2026 Community Virtual Contest | 🗓️ Deadline Extended to June 4th!

Hello Databricks Community, Based on requests from community members who wanted a bit more time to finalize their builds, we are extending the deadline for the DAIS 2026 Community Virtual Contest! New Deadline: June 4, 2026 If you are currently put...

  • 150 Views
  • 1 replies
  • 4 kudos
Latest Reply
Advika
Community Manager
  • 4 kudos

 Final Call: Submission Window Closing Tonight!  We are down to the final hours of the challenge. The grace period ends today, and no further entries can be accepted once the window closes.If your project is ready, make sure your community article is...

  • 4 kudos
User16765131552
by Databricks Employee
  • 2586 Views
  • 2 replies
  • 4 kudos

Delta Sharing Costs

When Delta Sharing is enabled and a link is shared, I understand that the data transfer happens directly and not through the sharing server. I'm curious how costs are calculated. Is the entity making the share available charged for data egress and ...

  • 2586 Views
  • 2 replies
  • 4 kudos
Latest Reply
tima
Visitor
  • 4 kudos

I am also curious about this - is there anyway to monitor this apart from system.billing.usage table?

  • 4 kudos
1 More Replies
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