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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
  • 192 Views
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access token from entry_point VS SDK built-in authentication

Do not get the current access token from entry_point or variables. Databricks SDK has built-in authentication, which can be used even for REST API calls. #databricks https://databrickster.medium.com/just-because-you-can-do-it-in-databricks-doesnt-mea...

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Nidhig631
by Databricks MVP
  • 499 Views
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Databricks AI/BI Genie Space: Unlocking Generative AI on Delta Tables for Smarter Analytics

Sharing the latest update on Databricks Genie.The written article is in 3 versions to make it easy to follow the journey:Version 1 covers the initial releaseVersion 2 includes the major improvementsVersion 3 has the latest updates till 2026     Agent...

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Hubert-Dudek
by Databricks MVP
  • 200 Views
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Get job and other metadata from notebook

Do not use entry_point to get workspace_id, job_id, run_id, and other metadata. There is a ready, stable solution to do that. More good/bad practices on: https://www.sunnydata.ai/blog/databricks-multi-statement-transactions https://databrickster.medi...

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  • 200 Views
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Hubert-Dudek
by Databricks MVP
  • 616 Views
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Databricks Assistant is now Genie Code

The biggest difference is that Genie is now aware of your data and file structure and can propose multiple enhancements to your files. Works excellently also with DABS. #databricks more news https://databrickster.medium.com/databricks-news-2026-week-...

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  • 616 Views
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protmaks
by Databricks MVP
  • 545 Views
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Practical observations on working with Databricks Genie Code

I’ve been exploring Databricks Genie Code and wanted to share a few practical observations from early usage.What stands out to me is that Genie Code feels less like a traditional coding assistant and more like an agentic workflow assistant. It does n...

  • 545 Views
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protmaks
by Databricks MVP
  • 3168 Views
  • 3 replies
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I looked into Genie Code costs in Databricks — it’s cheap until it isn’t

I’ve been testing Genie Code in Databricks and wanted to understand not just the UX, but the actual cost behavior.My impression so far:for simple code edits / code assistance, it looks almost free,but if Genie Code starts doing things that involve re...

  • 3168 Views
  • 3 replies
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Latest Reply
MrChromatic
New Contributor II
  • 4 kudos

I was looking at the cost inferred by genie, but i'm not understanding how genie usage is calculated, i looked the system.billing.usage table, can you tell me if i can use this to filter genie usage.

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2 More Replies
Abiola-David
by Databricks MVP
  • 3878 Views
  • 1 replies
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🚨 Big news from Databricks — Databricks One Mobile has just been announced 📲

Imagine having your dashboards, data, and data apps right in your pocket—accessible anytime, anywhere—without being tied to your desk.No laptop. No waiting. Just insights when you need them.Here’s what this unlocks in the real world A business leade...

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  • 3878 Views
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Latest Reply
LukasHavranek
New Contributor II
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What is the official release date?

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Hubert-Dudek
by Databricks MVP
  • 206 Views
  • 0 replies
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5X-Large

I'm the biggest, the best, better than the rest. #databricks https://databrickster.medium.com/databricks-news-2026-week-12-16-march-2026-to-22-march-2026-c4a60b713f9e

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  • 206 Views
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Abiola-David
by Databricks MVP
  • 642 Views
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Photon: Why Your Databricks SQL is Suddenly 3x Faster

If you’ve been working with newer clusters in Databricks, chances are you’ve noticed the term Photon appearing in your cluster configuration or query profiles. At first glance, it might look like just another performance feature—but in reality, Photo...

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Hubert-Dudek
by Databricks MVP
  • 605 Views
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Databricks Asset Bundles is now Declarative Automation Bundles

Databricks Asset Bundles is now Declarative Automation Bundles. It is not only a name change. Now we can use the new direct engine, just specify the engine in the bundle. It is even possible to set a different engine per target and use the older styl...

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  • 605 Views
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Abiola-David
by Databricks MVP
  • 500 Views
  • 1 replies
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AI/BI Dashboard Created from Genie Code

Databricks keeps pushing the boundaries of what’s possible in data and AI, and the new Genie Code capability is another exciting step forward.With Genie Code, teams can interact with their data using natural language and automatically generate code t...

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  • 500 Views
  • 1 replies
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Latest Reply
Nidhig631
Databricks MVP
  • 3 kudos

Genie Code is doing an amazing job with dashboarding. I have redesigned all my dashboards, and they now look much more polished and user-friendly.

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Hubert-Dudek
by Databricks MVP
  • 318 Views
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The Lakehouse Finally Has Real Transactions

Now you need SQL in production because the Lakehouse finally supports real multi-statement transactions. I took a detailed look at what happens in the success scenario in Delta Lake. #databricks https://databrickster.medium.com/now-you-need-sql-in-pr...

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  • 318 Views
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Hubert-Dudek
by Databricks MVP
  • 316 Views
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OneLake Federation

OneLake can be easily federated in Unity Catalog. For federation, you can use Access Connector credentials. #databricks See how I set federation on video on https://databrickster.medium.com/databricks-news-2026-week-9-23-february-2026-to-1-march-2026...

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  • 316 Views
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