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Forum Posts

Hubert-Dudek
by Databricks MVP
  • 565 Views
  • 1 replies
  • 2 kudos

Databricks Advent Calendar 2025 #18

Automatic file retention in the autoloader is one of my favourite new features of 2025. Automatically move cloud files to cold storage or just delete.

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  • 565 Views
  • 1 replies
  • 2 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 2 kudos

Thanks for sharing @Hubert-Dudek ! That's a really great feature. It simplified a lot data maintenance process at one of my clients

  • 2 kudos
Louis_Frolio
by Databricks Employee
  • 1707 Views
  • 3 replies
  • 22 kudos

Training That Scales: How Databricks Adoption Really Takes Hold

I teach Databricks to all sorts of folks, coders, managers—everyone. What’s wild is how two companies with the same setup can have totally different experiences. Usually, it’s not the tech itself that’s the issue, but how people see it. Databricks tr...

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  • 1707 Views
  • 3 replies
  • 22 kudos
Latest Reply
Daniel-Staiger
Databricks Employee
  • 22 kudos

As someone who benefited from Louis Training, I can attest that it makes a difference to constantly keep up to date and work on the foundation of understanding.Especially when things move so fast as in our industry, the time to reflect and improve pa...

  • 22 kudos
2 More Replies
Ajay-Pandey
by Databricks MVP
  • 8716 Views
  • 8 replies
  • 7 kudos

Cross-filtering for AI/BI dashboards

AI/BI dashboards now support cross-filtering, which allows you to click on an element in one chart to filter and update related data in other charts.Cross-filtering allows users to interactively explore relationships and patterns across multiple visu...

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Community Articles
AI BI
Cross-filtering
Dashboards
reports
  • 8716 Views
  • 8 replies
  • 7 kudos
Latest Reply
SFDataEng
Contributor
  • 7 kudos

There does appear to now be a list of capsules indicating the filters applied along the top of Databricks AI/BI Dashboards.  The capsules appear to include filter-selectors and also cross-filters added by clicking charts.Also, there is a now "Reset t...

  • 7 kudos
7 More Replies
Hubert-Dudek
by Databricks MVP
  • 369 Views
  • 0 replies
  • 2 kudos

Databricks Advent Calendar 2025 #17

Replacing records for the entire date with newly arriving data for the given date is a typical design pattern. Now, thanks to simple REPLACE USING in Databricks, it is easier than ever! 

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  • 369 Views
  • 0 replies
  • 2 kudos
Hubert-Dudek
by Databricks MVP
  • 688 Views
  • 2 replies
  • 3 kudos

Databricks Advent Calendar 2025 #11

Real-time mode is a breakthrough that lets Spark utilize all available CPUs to process records with single-millisecond latency, while decoupling checkpointing from per-record processing.

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  • 688 Views
  • 2 replies
  • 3 kudos
Latest Reply
Raman_Unifeye
Honored Contributor III
  • 3 kudos

useful one

  • 3 kudos
1 More Replies
Hubert-Dudek
by Databricks MVP
  • 439 Views
  • 0 replies
  • 0 kudos

Databricks Advent Calendar 2025 #16

For many data engineers who love PySpark, the most significant improvement of 2025 was the addition of merge to the dataframe API, so no more Delta library or SQL is needed to perform MERGE. p.s. I still prefer SQL MERGE inside spark.sql()

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  • 439 Views
  • 0 replies
  • 0 kudos
Hubert-Dudek
by Databricks MVP
  • 448 Views
  • 0 replies
  • 2 kudos

Databricks Advent Calendar 2025 #15

New Lakakebase experience is a game-changer for transactional databases. That functionality is fantastic. Autoscaling to zero makes it really cost-effective. Do you need to deploy to prod? Just branch the production database to the release branch, an...

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  • 448 Views
  • 0 replies
  • 2 kudos
AbhaySingh
by Databricks Employee
  • 4774 Views
  • 1 replies
  • 3 kudos

Unity Catalog Lineage: Lineage That Just Works

I've been working with Unity Catalog's lineage capabilities for a while now, and I have to say—this is what lineage should have always been. Not a separate tool to configure. Not a manual process to maintain. Just automatic, real-time visibility into...

  • 4774 Views
  • 1 replies
  • 3 kudos
Latest Reply
Raman_Unifeye
Honored Contributor III
  • 3 kudos

I have been using and implementing UC in various workspaces across industry, BYOL is the one I am really looking forward to implement next.Thanks @AbhaySingh for consolidating it here.

  • 3 kudos
Hubert-Dudek
by Databricks MVP
  • 435 Views
  • 0 replies
  • 0 kudos

Databricks Advent Calendar 2025 #14

Ingestion from SharePoint is now available directly in PySpark. Just define a connection and use spark-read or, even better, spark-readStream with an autoloader. Just specify the file type and options for that file (pdf, csv, Excel, etc.)

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  • 435 Views
  • 0 replies
  • 0 kudos
Hubert-Dudek
by Databricks MVP
  • 465 Views
  • 0 replies
  • 0 kudos

Databricks Advent Calendar 2025 #13

ZeroBus changes the game: you can now push event data directly into Databricks, even from on-prem. No extra event layer needed. Every Unity Catalog table can act as an endpoint.

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  • 465 Views
  • 0 replies
  • 0 kudos
Hubert-Dudek
by Databricks MVP
  • 477 Views
  • 0 replies
  • 1 kudos

Databricks Advent Calendar 2025 #12

All leading LLMs are available natively in Databricks: - ChatGPT 5.2 from the day of the premiere! - System catalog with AI schema in Unity Catalog has multiple LLMs ready to serve! - OpenAI, Gemini, and Anthropic are available side by side!

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  • 477 Views
  • 0 replies
  • 1 kudos
Hubert-Dudek
by Databricks MVP
  • 449 Views
  • 0 replies
  • 2 kudos

Databricks Advent Calendar 2025 #10

Databricks goes native on Excel. You can now ingest + query .xls/.xlsx directly in Databricks (SQL + PySpark, batch and streaming), with auto schema/type inference, sheet + cell-range targeting, and evaluated formulas, no extra libraries anymore.

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  • 449 Views
  • 0 replies
  • 2 kudos
Hubert-Dudek
by Databricks MVP
  • 375 Views
  • 0 replies
  • 2 kudos

Databricks Advent Calendar 2025 #9

Tags, whether manually assigned or automatically assigned by the “data classification” service, can be protected using policies. Column masking can automatically mask columns with a given tag for all except some with elevated access.

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  • 375 Views
  • 0 replies
  • 2 kudos
vinaygazula
by New Contributor II
  • 1256 Views
  • 1 replies
  • 1 kudos

Building an AgenticLakehouse: Interacting with Databricks Workspace via LangGraph and MCP

This project, AgenticLakehouse, explores the cutting edge of "Agentic Data Analytics." I didn't just want a chatbot; I wanted a "living" interface for the Lakehouse. The result is a Multi-Agent System that intelligently orchestrates tasks, from query...

  • 1256 Views
  • 1 replies
  • 1 kudos
Latest Reply
Advika
Community Manager
  • 1 kudos

Looks great, solid LangGraph + MCP setup on Databricks Apps. Thanks for sharing, @vinaygazula!

  • 1 kudos
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