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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, ...

  • 217 Views
  • 2 replies
  • 4 kudos
yesterday
📌‌ 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,...

  • 572 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...

  • 292 Views
  • 0 replies
  • 2 kudos
yesterday
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...

  • 528 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...

  • 285 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...

  • 182 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...

  • 155 Views
  • 1 replies
  • 3 kudos
yesterday

Community Activity

Tushar_Parekar
by Databricks Employee
  • 217 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
  • 217 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
  • 38 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

lakebasecdf.png
  • 38 Views
  • 0 replies
  • 1 kudos
GabFernandes
by > New Contributor III
  • 57 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...

  • 57 Views
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psjava31955
by > New Contributor
  • 163 Views
  • 1 replies
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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...

  • 163 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
  • 190 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 ...

  • 190 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
  • 117 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...

  • 117 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
  • 4025 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...

  • 4025 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...

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1 More Replies
antoine_laurent
by > Visitor
  • 71 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...

  • 71 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
  • 75 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...

  • 75 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
  • 46 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...

  • 46 Views
  • 0 replies
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Bitrip007
by > New Contributor II
  • 62 Views
  • 0 replies
  • 0 kudos

What does "Agent-Ready Data Governance" actually mean in production?

Databricks introduced several governance capabilities for the agentic era, including Unity Catalog Business Semantics, AI Gateway, and agent-ready governance.My question is:In a large enterprise with 20+ business domains, how are you governing:Agent ...

  • 62 Views
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Bitrip007
by > New Contributor II
  • 64 Views
  • 0 replies
  • 0 kudos

New Agentic AI Ecosystem in Databricks

it seems Databricks is moving from traditional RAG pipelines toward agent-native architectures with Lakebase Search, Genie Agents, MCP integration, and semantic business context.For teams building enterprise GenAI applications today:Are you still bui...

  • 64 Views
  • 0 replies
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Bitrip007
by > New Contributor II
  • 51 Views
  • 0 replies
  • 0 kudos

Governance for vector search across multi domain unstructured data

What is the recommended governance strategy for Databricks Vector Search in an enterprise Unified Data Platform (UDP) where structured and unstructured data from multiple business domains (Sales, Marketing.) is ingested into a common analytics platfo...

  • 51 Views
  • 0 replies
  • 0 kudos
prasuanu1222
by > New Contributor II
  • 71 Views
  • 1 replies
  • 0 kudos

Short Term Memory & Long Term Memory

I am building an Agentic Application on Databricks using LangGraph (Classic Compute — Serverless cant be used so Agent Brickscant be used ).I want my agent to have two types of memory:Short-term memory → Remember the current conversation and tool out...

  • 71 Views
  • 1 replies
  • 0 kudos
Latest Reply
Bitrip007
New Contributor II
  • 0 kudos

Since you're using LangGraph on Databricks Classic Compute, you don't have Agent Bricks or Managed Agent Memory. I would build the memory layer directly on Delta Lake + Unity Catalog. This gives you full control, is scalable, auditable, and integrate...

  • 0 kudos
Advika
by Community Manager
  • 155 Views
  • 1 replies
  • 3 kudos

🌟 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...

Untitled design (12).png how-databricks-is-turning-video-into-searchable-blog-img-3.png Screenshot 2026-07-16 at 11.40.15 AM.png Profile Completion banner (5).png
  • 155 Views
  • 1 replies
  • 3 kudos
Latest Reply
Sumit_7
Esteemed Contributor
  • 3 kudos

Kudos to all the contributors and membersThanks for sharing/mention @Advika !

  • 3 kudos
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Latest from our Blog

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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