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MVP Articles
This page brings together externally published articles written by our MVPs. Discover expert perspectives, real-world guidance, and community contributions from leaders across the ecosystem.
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Forum Posts

Hubert-Dudek
by • Databricks MVP
  • 373 Views
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External price control

In the Unity AI gateway, it is also possible to register an external model for which we pay the provider directly (OpenAI, Anthropic, etc.). In that case, Databricks now knows the prices for those models and can calculate, monitor usage, and alert or...

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  • 373 Views
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Hubert-Dudek
by • Databricks MVP
  • 451 Views
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What's new and what's next in DABs

Direct mode is GA and is now the default for bundles created from the workspace (since 13th August 2026); it will become the general CLI default on 26th August 2026. Let's see what direct mode brings and what will come next. https://medium.com/databr...

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  • 451 Views
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Hubert-Dudek
by • Databricks MVP
  • 327 Views
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Serverless in Compute Section

It is great to see serverless in the compute section. Especially because I proposed it some time ago and lobbied for it during advisory meetings. Now we can set permissions for serverless compute. More options will come. I can say that it is my favor...

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  • 327 Views
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protmaks
by • Databricks MVP
  • 626 Views
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How to Block Databricks Genie Usage When a Budget Limit Is Reached

This is an important change after the introduction of Genie Code billing. Previously, administrators could configure budgets and notifications, but exceeding a threshold did not necessarily stop further usage.With the new Block usage option, you can ...

  • 626 Views
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sudarshank
by • Databricks MVP
  • 3022 Views
  • 1 replies
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Omnigent Meta-Harness

If you haven't tried Omnigent yet, you are missing out. Give a try and thank me later.https://lnkd.in/p/dTx3erHw

  • 3022 Views
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Latest Reply
Sumit_7
Esteemed Contributor
  • 2 kudos

Adding other resources as well -- https://omnigent.ai/quickstart/install- https://github.com/omnigent-ai/omnigent- https://www.databricks.com/blog/introducing-omnigent-meta-harness-combine-control-and-share-your-agents

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Hubert-Dudek
by • Databricks MVP
  • 397 Views
  • 0 replies
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Object metadata

Thanks to the new column_object_metadata we have access to storage-level information such as MIME type, ETag, and other metadata. That functionality is for external volumes, as in some use cases that data was needed for ingestion. Just remember that ...

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  • 397 Views
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Hubert-Dudek
by • Databricks MVP
  • 508 Views
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Track Secrets Access

Unity Catalog secrets operations Create, Update, List, Read, or Reference are now in audit tables as well. I think that, aside from a clear permission model, it is the biggest benefit of storing secrets in UC. more news https://medium.com/databricksc...

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protmaks
by • Databricks MVP
  • 1336 Views
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Databricks Data Mesh Best Practices: Practical Implementation Guide

How long does your business wait for a new report? A week? A month? Sometimes longer? The problem is often not Databricks, Spark, or compute. It's that every new dataset, metric, and Gold table has to go through the same Data Team. As the company gro...

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  • 1336 Views
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Hubert-Dudek
by • Databricks MVP
  • 362 Views
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RT Lakehouse - impossible?

x10 performance,x100 concurrency,price the same,impossible?not in databricks see benchmark https://www.sunnydata.ai/blog/databricks-rt-lakehouse-benchmark-results  

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  • 362 Views
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AbiolaDavid
by • Databricks MVP
  • 546 Views
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From Spreadsheets to Insights: How Genie One Transforms Excel

Picture this: you’re sitting in front of Excel, staring at rows of numbers. You know the answers are in there somewhere—revenue trends, customer behavior, performance metrics—but pulling them out means writing queries, exporting data, or switching be...

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  • 546 Views
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Hubert-Dudek
by • Databricks MVP
  • 539 Views
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DABs: immutable_folder

Don’t overwrite your code — make it immutable! With every deployment, thanks to immutable_folder, all files are copied to a new, read-only folder. They are not overwritten. The biggest benefit is that jobs already underway will not fail or produce un...

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  • 539 Views
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Hubert-Dudek
by • Databricks MVP
  • 423 Views
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Runtime 18 LTS and change of naming convention

19 is already here, but 18 is now LTS. In a new naming convention, LTS doesn’t have a minor version. New features, behavior changes, and fixes are now added incrementally to the same major Runtime version till it becomes LTS. In fact, that approach s...

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  • 423 Views
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