🌟 Community Pulse: Your Weekly Roundup! December 05 – 11, 2025

[Advika]

We’re inching toward year-end, 
And the Community just dropped another week packed with sharp questions and standout wins.
If you missed the action, here’s the pulse of everything that made the feed light up 👇

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💪  Week’s Power Players

     Spotlight on the members who made the threads spark, stir, and stay interesting 🔥

     @szymon_dybczak   |   @Hubert-Dudek   |   @Raman_Unifeye  

     + Top Brickster contributors:

     @Louis_Frolio   |   @emma_s 

Note: Names are listed in no particular order.

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📌  Technical Blogs & Community Articles

• Best Practices: Building Compliance-Ready Agentic AI on the Databricks Platform
• Scaling XGBoost: How to Distribute Training with Ray and GPUs on Databricks
• Building an AgenticLakehouse: Interacting with Databricks Workspace via LangGraph and MCP
• Semantic Bridge to Unity Catalog

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🌍  Voices Across the User Groups

• The Rise of the Data Engineer—and the Databricks Community That's Making It Possible
• JEDAI認定プログラム2023-2025受賞者のご紹介
• The quietest data mistakes create the loudest business problems
• Jaipur Usergroup First Virtual Meetup

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🎄  Advent Calendar Spotlight 
(kicked off by the unstoppable @Hubert-Dudek 😃)

      Day 5 ➤ Day 6 ➤ Day 7 ➤ Day 8 ➤ Day 9 ➤ Day 10 ➤ Day 11
 ... and counting.

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🔍  What the Community Talked About

      Highlights from the Discussions👇

• AWS_INSUFFICIENT_INSTANCE_CAPACITY_FAILURE when starting SQL Server Ingestion pipeline
• Writing to Foreign catalog
• Create function issue
• How can I pass parameters from DABs to something(like notebooks)?
• Extract all users from Databricks Groups
• AbfsRestOperationException when adding privatelink.dfs.core.windows.net

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✅  Top Resolved Threads

• Delta live tables - collaborative development
• Row tracking in Delta tables
• Using Init Script to execute python notebook at all-purpose cluster level
• Model serving with provisioned throughput fails
• Azure Databricks Streamlit Application - Doubts

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That’s the wrap for this week – sharp insights, lively threads, and global voices shaping the conversation.
Stay in the mix, stay curious, and let’s carry this rhythm straight into the final stretch of the year. ⏳ 🙌