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Upcoming Community BrickTalk | Sports Analytics: Turning Tracking Data into Real-Time AI Decisions

Hey Community! Join us for a free Databricks Community sponsored BrickTalk on Thursday, July 30! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and AI, ...

  • 235 Views
  • 2 replies
  • 4 kudos
Wednesday
📌‌ Complete Your Profile – Help Others Get to Know You

Community Ask   Hey Community!  Your Databricks Community profile is often the first thing other members see when they come across your posts, solutions, blogs, or event participation. A complete profile helps other members understand who you are,...

  • 576 Views
  • 0 replies
  • 3 kudos
a week ago
How to Optimize Your Content for GEO: Best Practices for Writing Discoverable Community Content

Help Your Knowledge Reach More People Every Technical Blog, Community Article, MVP article, or answer you share can help someone beyond the Databricks Community. Small improvements in how you write can make your content easier to discover through C...

  • 302 Views
  • 0 replies
  • 2 kudos
Wednesday
The Next Wave of Enterprise AI | Webinar

WEBINARTime: July 21 / 8:00 AM PT Whether you’re building an agentic AI roadmap or pressure-testing your current approach, you’ll gain a clearer view of how leading enterprises are approaching agentic AI, and where the biggest opportunities lie ahead...

  • 535 Views
  • 0 replies
  • 1 kudos
a week ago
Databricks Community Fellows – June 2026 Recap

  Monthly Recap • June 2026 Community Fellows Community Fellows are Bricksters who show up – in the forums, for customers, and for the community. Some months, that means going beyond the forums. June was one of them – Fellows brought their energy t...

  • 288 Views
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  • 4 kudos
Friday
Solution Accelerator Series | Building Common Sense Product Recommendations With LLMs

Product recommendations help guide customers through their shopping journey. The Building Common Sense Product Recommendations With LLMs Solution Accelerator shows how retailers can use LLMs to develop recommendations for new-to-market products by tu...

  • 183 Views
  • 0 replies
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Tuesday
🌟 Community Pulse: Your Weekly Roundup! July 06 – 12, 2026

The Weekly Digest • July 6 – July 12 Community Pulse From hot takes to resolved threads – here's everything you need to catch up. This Week's Community Stars   The members who showed up and made a difference this week: @balajij8 @Sumit_7 + To...

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  • 1 replies
  • 3 kudos
Wednesday

Community Activity

msreddy28
by > New Contributor III
  • 146 Views
  • 3 replies
  • 1 kudos

Resolved! Certification Voucher Not Received – Professional Data Engineering Learning Festival

I completed all 4 modules of the Professional Data Engineering learning path during the Databricks Learning Festival held from June 15 – July 6, 2026. However, I have not yet received the certification voucher.Could you please help me verify my eligi...

  • 146 Views
  • 3 replies
  • 1 kudos
Latest Reply
msreddy28
New Contributor III
  • 1 kudos

 Hi Jim,I completed all 4 modules of the Professional Data Engineering learning path during the Databricks Learning Festival held from June 15 – July 6, 2026. However, I have not yet received the certification voucher.Could you please help me verify ...

  • 1 kudos
2 More Replies
Dataninsight
by > Databricks MVP
  • 23 Views
  • 0 replies
  • 0 kudos

Building Multi Agent System with Supervisor Agent

Why Multi-Agent Systems Are No Longer Optional in Enterprise AI?Enterprise AI is beginning to hit a ceiling not because today’s models lack capability, but because single agents struggle to manage cross-functional complexity.Modern business problems ...

Dataninsight_0-1784266570787.png Dataninsight_1-1784266570651.png Dataninsight_2-1784266570767.png Dataninsight_3-1784266570757.png
  • 23 Views
  • 0 replies
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chakri01
by > New Contributor
  • 71 Views
  • 1 replies
  • 0 kudos

Urgent: Certification Ticket #00963277 Unresolved After 50+ Hours

Hello Community Managers,I recently transitioned from my previous employer to a new company and need to migrate my Databricks certifications. I am currently locked out of my accredible profile and cannot access my badges.I raised an official support ...

  • 71 Views
  • 1 replies
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Latest Reply
chakri01
New Contributor
  • 0 kudos

@Cert-Team , @cert-ops , @Cert-TeamOPS, can you please redirect me to resolve my issue.

  • 0 kudos
phanvy5403
by > New Contributor
  • 35 Views
  • 0 replies
  • 0 kudos

AnalysisException: [UNRESOLVED_ROUTINE] Cannot resolve routine `=`

Hi all,We are experiencing an AnalysisException when migrating our Databricks cluster runtime from 13.3 LTS to 16.4 LTS (Scala 2.13), and would appreciate your help in identifying the root cause.**Error:**```AnalysisException: [UNRESOLVED_ROUTINE] Ca...

  • 35 Views
  • 0 replies
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Brahmareddy
by > Esteemed Contributor II
  • 35 Views
  • 0 replies
  • 0 kudos

Small POCs Can Become Big Data + AI Solutions

Dear Databricks Community,One thing I have learned from my data engineering experience is that big solutions do not always start big.Many times, they start with one simple question.Can we make this easier?Can we make this faster?Can we help someone m...

  • 35 Views
  • 0 replies
  • 0 kudos
Tushar_Parekar
by Databricks Employee
  • 235 Views
  • 2 replies
  • 5 kudos

Upcoming Community BrickTalk | Sports Analytics: Turning Tracking Data into Real-Time AI Decisions

Hey Community! Join us for a free Databricks Community sponsored BrickTalk on Thursday, July 30! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and AI, ...

Bricktalk_final.png
  • 235 Views
  • 2 replies
  • 5 kudos
Latest Reply
henry_collins
New Contributor II
  • 5 kudos

This would be a great session for anyone interested in how data and AI are being used in real-world decision-making.

  • 5 kudos
1 More Replies
Hubert-Dudek
by Databricks MVP
  • 53 Views
  • 0 replies
  • 1 kudos

Lakebase CDF

If we set the REPLICA option in Postgres, we can then set CDF sync to Unity Catalog in the branch overview. #databricks more news and video https://medium.com/databrickscommunity/databricks-news-rt-lakehouse-reyden-lakebase-ttl-8416bdccf627

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  • 53 Views
  • 0 replies
  • 1 kudos
GabFernandes
by > New Contributor III
  • 77 Views
  • 0 replies
  • 0 kudos

Apache Spark 4.2 is officially here! Key architectural updates for AI-Native & Governed Platforms

Hi community!Matei Zaharia and the Databricks team just announced the release of Apache Spark 4.2. As a Data Architect, seeing how this engine is evolving to bridge the gap between traditional data engineering, governance, and the AI era is incredibl...

  • 77 Views
  • 0 replies
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psjava31955
by > New Contributor
  • 177 Views
  • 1 replies
  • 0 kudos

Vulnerabilities for com.databricks:databricks-jdbc:3.4.1 jar

We are reporting two groups of Snyk-identified security vulnerabilities in com.databricks:databricks-jdbc:3.4.1 caused by shaded/embedded dependencies that cannot be remediated by consumers through standard dependency management overrides.Why We Cann...

  • 177 Views
  • 1 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

@psjava31955 , thanks for the detailed writeup, and you've got the mechanism exactly right. The uber jar (com.databricks:databricks-jdbc) is shaded, so those artifacts are relocated inside the jar. BOM overrides, resolutionStrategy, and dependencyMan...

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emsmarcela
by > New Contributor
  • 197 Views
  • 1 replies
  • 0 kudos

Genie Space and App Error

I built an App with a chatbot which generates queries and accesses data through a Genie Space. When making questions in the chatbot now, I keep getting the following error in the Genie monitoring page: An error happened. Please try again later.We're ...

  • 197 Views
  • 1 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

Hello @emsmarcela , good instinct flagging that you haven't touched your app code. That's the most useful detail in your whole post, and it tells us a lot. An INTERNAL_ERROR like this one means Genie tripped while it was generating or processing the ...

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TriambakR
by > Visitor
  • 140 Views
  • 3 replies
  • 8 kudos

Medallion Architecture in Practice: The Design Decisions Nobody Puts in the Diagram

Medallion Architecture in Practice: The Design Decisions Nobody Puts in the DiagramEvery Lakehouse conversation eventually shows the same three boxes: Bronze, Silver, Gold. It's a great mental model — but on a real enterprise migration, the diagram i...

  • 140 Views
  • 3 replies
  • 8 kudos
Latest Reply
Sbm_dracarys
  • 8 kudos

Great work, man! Even though I don't know much about this field, your article made me curious and motivated me to read more about it. Thanks for sharing such valuable insights.keep posting  

  • 8 kudos
2 More Replies
getsome
by > New Contributor
  • 4029 Views
  • 2 replies
  • 1 kudos

Resolved! How to Efficiently Sync MLflow Traces and Asynchronous User Feedback with a Delta Table

I’m building a custom UI table (using Next.js and FastAPI) to display MLflow trace data from a Retrieval-Augmented Generation (RAG) application running on Databricks Managed MLflow 3.0. The table needs to show answer generation speed (from CHAT_MODEL...

  • 4029 Views
  • 2 replies
  • 1 kudos
Latest Reply
pavannaidu
Databricks Employee
  • 1 kudos

"Rolling deletion" is not supported and was never enrolled for customer. So I would recommend using Store OpenTelemetry traces in Unity Catalog (GA'd today) for storing directly in UC which is scalabable beyond the 100K limit.    The only option is t...

  • 1 kudos
1 More Replies
antoine_laurent
by > Visitor
  • 99 Views
  • 1 replies
  • 1 kudos

Databricks App with Proprietary packages and code

Hello Databricks community,I have built an application that has a lot of proprietary code and packages that I chose not to show for the public- I just want my service to be accessible for the people who install the application through a Streamlit fro...

  • 99 Views
  • 1 replies
  • 1 kudos
Latest Reply
GabFernandes
New Contributor III
  • 1 kudos

Hey Antoine, great questions — this is a common challenge when building commercial apps on Databricks. Let me address each area directly.The fundamental tradeoffThe core tension here is architectural: when code runs in the user's workspace, it's very...

  • 1 kudos
TriambakR
by > Visitor
  • 95 Views
  • 1 replies
  • 3 kudos

Not Every Pipeline Needs DLT — Here's How We Decided

Why We Used Delta Live Tables for Exactly One Pipeline (and Not for Silver/Gold)"Why isn't DLT used everywhere?" is one of the first questions I get when reviewing this architecture with other engineers — so I figured it was worth writing up properly...

  • 95 Views
  • 1 replies
  • 3 kudos
Latest Reply
sasidharan_gs
  • 3 kudos

I must admit, this was a nagging question I never asked as a junior data engineer and have just taken for granted every since. Thanks for addressing an oversight I didnt even know I had! 

  • 3 kudos
Bitrip007
by > New Contributor II
  • 61 Views
  • 0 replies
  • 0 kudos

Are enterprises moving from "Data Lakehouse" to "Agentic Lakehouse"?

Introduction several capabilities that seem to shift Databricks from being primarily a data platform to becoming an AI operating system—Genie One, Agent Bricks, AI Gateway, Lakebase Search, and business semantics.Do you see the future enterprise arch...

  • 61 Views
  • 0 replies
  • 0 kudos
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A Pragmatic MLOps Implementation Plan on Databricks

Most teams I work with don't struggle with the AI part of MLOps. They struggle with the boring parts: getting code from a notebook into production without breaking it, knowing when a model has gone st...

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