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Forum Posts

Hubert-Dudek
by Databricks MVP
  • 758 Views
  • 2 replies
  • 5 kudos

Databricks Advent Calendar 2025 #3

One of the biggest gifts is that we can finally move Genie to other environments by using the API. I hope DABS comes soon.

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  • 758 Views
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  • 5 kudos
Latest Reply
Raman_Unifeye
Honored Contributor III
  • 5 kudos

@Hubert-Dudek - sure, willlook forward to this one.

  • 5 kudos
1 More Replies
BijuThottathil
by New Contributor III
  • 352 Views
  • 0 replies
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Fast-Track Your Databricks Development: Using Widgets for Test and Production Modes

Test Mode Pattern with Databricks Widgets - Demo What's IncludedThis package contains comprehensive documentation and examples for implementing the Test Mode Pattern in Databricks notebooks using widgets. This pattern enables fast development cycles ...

  • 352 Views
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Senga98
by Contributor
  • 11382 Views
  • 4 replies
  • 6 kudos

The Medallion Architecture: Why Data Layers Matter for Modern Organisations

In today’s data-driven world, organisations are drowning in information. From customer transactions and IoT sensor readings to social media interactions and operational logs, the volume and variety of data continue to grow exponentially. Yet many org...

  • 11382 Views
  • 4 replies
  • 6 kudos
Latest Reply
Senga98
Contributor
  • 6 kudos

Thank you, @Louis_Frolio ! My next post is about Data Governance with Unity Catalog, stay tuned!!

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3 More Replies
Thusharr
by Databricks Partner
  • 7026 Views
  • 5 replies
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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 ?

  • 7026 Views
  • 5 replies
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Latest Reply
gchandra
Databricks Employee
  • 0 kudos

Official product release in development will be available as PrPr in a few months. 

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4 More Replies
Hubert-Dudek
by Databricks MVP
  • 456 Views
  • 0 replies
  • 1 kudos

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
  • 456 Views
  • 0 replies
  • 1 kudos
AbhaySingh
by Databricks Employee
  • 1007 Views
  • 0 replies
  • 1 kudos

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...

  • 1007 Views
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AbhaySingh
by Databricks Employee
  • 5922 Views
  • 0 replies
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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...

  • 5922 Views
  • 0 replies
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BijuThottathil
by New Contributor III
  • 1368 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
  • 1368 Views
  • 3 replies
  • 0 kudos
Latest Reply
Raman_Unifeye
Honored Contributor III
  • 0 kudos

would you not be able to use Lakeflow Managed connector for SQL Server in this case?

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2 More Replies
BijuThottathil
by New Contributor III
  • 1466 Views
  • 0 replies
  • 2 kudos

🚀 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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  • 1466 Views
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AbhaySingh
by Databricks Employee
  • 4028 Views
  • 0 replies
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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...

  • 4028 Views
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venkat-raghavan
by New Contributor III
  • 970 Views
  • 1 replies
  • 3 kudos

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...

  • 970 Views
  • 1 replies
  • 3 kudos
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
  • 1407 Views
  • 0 replies
  • 2 kudos

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 ...

  • 1407 Views
  • 0 replies
  • 2 kudos
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