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Forum Posts

Thusharr
by Databricks Partner
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Unity cataog

Disaster recovery is possible in Unity catalog now?Means, for data level, we have enabled with geo redundancy, what about the objects, permissions, an other components in Unity catalog ? Can we restore the unity catalog metadata in another region ?

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Latest Reply
gchandra
Databricks Employee
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Official product release in development will be available as PrPr in a few months. 

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Hubert-Dudek
by Databricks MVP
  • 334 Views
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Managing Databricks CLI Versions in Your DAB Projects

If you are going with DABS into a production environment, a CLI version is considered best practice. Of course, you need to remember to bump it up from time to time. Learn more: - https://databrickster.medium.com/managing-databricks-cli-versions-i...

versioning.png 1_cI195u-LLALXjIhdUTaZwA.png
  • 334 Views
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AbhaySingh
by Databricks Employee
  • 625 Views
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Distributed ML on Databricks Serverless

You can now run distributed ML (Spark MLlib in Python, Optuna tuning, MLflow Spark, Joblib Spark) on serverless notebooks/jobs and on standard clusters, not just dedicated ML clusters.It reuses the same Unity Catalog + Lakeguard stack you already use...

  • 625 Views
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AbhaySingh
by Databricks Employee
  • 3335 Views
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Why Your Delta Lake MERGE Takes Forever (And How to Fix It)

Last month, our nightly CDC pipeline started timing out. What used to complete in 20 minutes was now crawling past the 4-hour mark—and failing. The culprit? A MERGE statement against a 2.3TB Delta table with 800 million rows that had grown steadily o...

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BijuThottathil
by New Contributor III
  • 799 Views
  • 3 replies
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Real-Time SQL Server to Databricks Pipeline Using Debezium, Kafka, and Delta Lake

Check this medium article https://medium.com/@bijumathewt/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka-and-delta-lake-26c3e191ce51?postPublishedType=initial

Community Articles
CDC
Databricks
kafka
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Latest Reply
Raman_Unifeye
Honored Contributor III
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would you not be able to use Lakeflow Managed connector for SQL Server in this case?

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BijuThottathil
by New Contributor III
  • 561 Views
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🚀 Automating Databricks Unity Catalog Access with AI Agents

Tired of complex governance workflows? We’ve successfully combined the power of multi-agent AI with state-of-the-art orchestration tools to automate Databricks Unity Catalog (UC) access management!This isn’t just a basic script — it’s an intelligent,...

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AbhaySingh
by Databricks Employee
  • 2682 Views
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Delta Lake 4.0 in the Real World

Delta Lake 4.0 is the next major open-source release aligned with Spark 4.x, adding first-class Variant for semi-structured data, safer Type Widening, improved DROP FEATURE, better transaction log handling, and a new multi-engine story via Delta Kern...

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venkat-raghavan
by New Contributor III
  • 643 Views
  • 1 replies
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PDFs to Production

Databricks just solved a huge problem - unlocking the value from unstructured data. One of the biggest challenges enterprises face when scaling agents is access to unstructured data. Nearly 80% of enterprise knowledge is trapped in PDFs, reports, and...

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Latest Reply
Advika
Community Manager
  • 3 kudos

Thanks for sharing, @venkat-raghavan! ai_parse_document turns documents into governed, queryable assets, it's definitely the puzzle piece all needed. 

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venkat-raghavan
by New Contributor III
  • 811 Views
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Databricks Managed MCP Servers

This is super amazing and super powerful -https://docs.databricks.com/aws/en/generative-ai/mcp/managed-mcpEssentially we you can use Databricks managed MCP servers to seamlessly integrate  Databricks features into any AI Agent. That's the multiplier ...

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AbhaySingh
by Databricks Employee
  • 865 Views
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Python Data Source API

  If you’ve ever hacked together a one-off script to pull data from some random API into Spark, you’re exactly who the new Python Data Source API is for. Databricks has made this API generally available on Apache Sparkâ„¢ 4.0 with Databricks Runtime 1...

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Latest Reply
Raman_Unifeye
Honored Contributor III
  • 5 kudos

I have seen multiple glue jobs pulling data from such systems. This is certainly a solution to simplify and bring governance to it. will look forward to implement it.#Apache-4

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bianca_unifeye
by Databricks MVP
  • 874 Views
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Databricks + Power BI

Last night I delivered my final session on Databricks + Power BI integration and it felt like the right moment to close this chapter on a high note. Because it was the last time I was presenting this topic, I rebuilt the flow completely. Instead of ...

  • 874 Views
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Latest Reply
Raman_Unifeye
Honored Contributor III
  • 3 kudos

Well done Bianca. Look forward to Fabric session.

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Commitchell
by Databricks Employee
  • 1573 Views
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Recap: Data & AI World Tour - Chicago, Nov 19, 2025

Yesterday in Chicago, I attended one of the final stops of the Databricks DAIWT (Data & AI World Tour).  This tour brings the excitement and passion of our annual Data + AI Summit to over a dozen cities worldwide, in a condensed format.  Packed into ...

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  • 1573 Views
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Latest Reply
venkat-raghavan
New Contributor III
  • 8 kudos

These are great events. I had the opportunity to attend the Toronto event. 

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