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Forum Posts

AbhaySingh
by • Databricks Employee
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Your Coworkers Don't Get Databricks? Here's How to Fix That.

We've all been there. You're excited about the lakehouse, you see the value clear as day, and then you try explaining it to a coworker and their eyes glaze over. Slides don't cut it. Documentation links get ignored. What actually works? Showing them...

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Senga98
by • Contributor
  • 14034 Views
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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...

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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
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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
  • 1175 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
  • 1175 Views
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AbhaySingh
by • Databricks Employee
  • 1273 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...

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AbhaySingh
by • Databricks Employee
  • 7142 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
  • 1769 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
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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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  • 1817 Views
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AbhaySingh
by • Databricks Employee
  • 4528 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 • Contributor
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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...

  • 16159 Views
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Latest Reply
Advika
Community Manager
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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 • Contributor
  • 1680 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
  • 1935 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...

  • 1935 Views
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Latest Reply
Raman_Unifeye
Honored Contributor III
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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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