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Forum Posts

Kirankumarbs
by Contributor
  • 729 Views
  • 9 replies
  • 6 kudos

Streaming Failure Models: Why "It Didn't Crash" Is the Worst Outcome

Most Databricks streaming failures don't look dramatic.No cluster termination. No red wall of errors. The UI says RUNNING — and your customers start reporting nonsense.I wrote about the incident that changed how we think about streaming jobs on share...

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  • 9 replies
  • 6 kudos
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mderela
Contributor
  • 6 kudos

Completely agree, production war stories are worth more than any documentation. I’ve eaten enough teeth on production data lake issues to write my own chapter on what can go wrong, whether that’s deploying Databricks in financial institutions or bein...

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BijuThottathil
by New Contributor III
  • 219 Views
  • 0 replies
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🚀 LDP Tax Pipeline — Spark Declarative Pipelines on macOS (Without Databricks)

LDP Tax Pipeline — Spark Declarative Pipelines on macOS (Without Databricks)Excited to share my latest hands-on implementation of a LakeFlow Declarative Pipeline (LDP) built locally using Apache Spark 4.1 Declarative Pipelines — running entirely on ...

  • 219 Views
  • 0 replies
  • 0 kudos
jsdmatrix
by Databricks Employee
  • 460 Views
  • 0 replies
  • 1 kudos

SQL Scripting in Apache Sparkâ„¢ 4.0

The Apache Sparkâ„¢ 4.0 introduces a new feature for SQL developers and data engineers: SQL Scripting. As such, this feature enhances the power and extends the flexibility of Spark SQL, enabling users to write procedural code within SQL queries, with t...

Screenshot 2025-10-31 at 2.43.13 PM.png Screenshot 2025-10-31 at 2.41.15 PM.png
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