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Forum Posts

mark_ott
by Databricks Employee
  • 107 Views
  • 2 replies
  • 8 kudos

How can I tell my Dashboard visualizations aren't stale?

With AI/BI Dashboards, a best practice is for the creator/owner to 'Schedule' the Dashboard to rerun the underlying datasets when changes have occurred. This ensures the Visualizations are rendered with the freshest data.  But users still will questi...

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  • 107 Views
  • 2 replies
  • 8 kudos
Latest Reply
Michael_Appiah
Contributor II
  • 8 kudos

@mark_ott That is a nice idea and quite useful. Quick question: how did you define 'stale' data in your case? So what is the threshold at which your 'conditional equation' color codes the date red? did you somehow link that to the refresh schedule? 

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balajij8
by New Contributor
  • 88 Views
  • 1 replies
  • 3 kudos

The Last Mile of Data Intelligence - Databricks Lakebase

We spent the last decade building a wall in the middle of the data stack. Data Lakehouse on one side - massive, powerful & analytical. The Operational Database on the other - fast, transactional, and vital for apps. The separation created a “last mil...

  • 88 Views
  • 1 replies
  • 3 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 3 kudos

Great framing, @balajij8 . The “last mile” analogy really lands — especially for anyone who’s spent weeks maintaining brittle reverse ETL pipelines just to get insights back into an app where they can actually be used. Bringing an ACID-compliant Post...

  • 3 kudos
balajij8
by New Contributor
  • 638 Views
  • 5 replies
  • 4 kudos

The End of an Era - Azure Databricks is Retiring the Standard Tier

Microsoft announced the retirement plan for the Azure Databricks Standard tier. This is vital information for Organizations still on the Standard Tier. It represents a fundamental architectural realignment that Organizations must navigate with precis...

  • 638 Views
  • 5 replies
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Latest Reply
Danish11052000
New Contributor III
  • 4 kudos

Any reason why it is being planned to retire this Standard Tier by Azure Databricks?

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devipriya
by New Contributor III
  • 2755 Views
  • 3 replies
  • 4 kudos

Getting Databricks Generative AI Engineer Associate (and What I Learned)

I just earned my Databricks Certified Generative AI Engineer Associate Certification, and in this post, I’m sharing the key tips, resources, and personal insights that helped me succeed. My certiticate from DatabricksNavigation:PreludeAbout the certR...

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  • 2755 Views
  • 3 replies
  • 4 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 4 kudos

Hey @devipriya , thanks for sharing your notes on how you found success with the certification(s). Appreciate you taking the time to pass along what worked for you. Cheers, Louis

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Raman_Unifeye
by Contributor III
  • 193 Views
  • 2 replies
  • 2 kudos

Change default workspace access to Consumer access

When Databricks One was launched, the default behaviour of the system-managed users group was a major issue. Since every new user is automatically added to users group, and that group traditionally came with "Workspace Access" entitlements, admins ha...

  • 193 Views
  • 2 replies
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Latest Reply
Raman_Unifeye
Contributor III
  • 2 kudos

Thanks @Advika. it was certainly a big win for my env.

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Coffee77
by Contributor III
  • 84 Views
  • 0 replies
  • 3 kudos

Very short video on tip about Collect() method!!!

Here is a very short video on how to use collect() method with caution as it could overwhelm the cluster in some big data scenarios!!!! Now only in Spanish but I guess youtube will do the trick to translate into very correct English xDD

  • 84 Views
  • 0 replies
  • 3 kudos
Sourabh_13
by New Contributor III
  • 1022 Views
  • 3 replies
  • 6 kudos

A Governance-First Unified Namespace:Why Manufacturers Need Unity Catalog to Scale Industry 4.0 Data

The Industrial Data ChallengeManufacturing enterprises today operate with a fundamental paradox: they're drowning in data yet starving for insights. A typical plant generates terabytes of information daily across dozens of systems—from shop floor PLC...

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  • 1022 Views
  • 3 replies
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rach
New Contributor II
  • 6 kudos

Informative

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Saurabh2406
by New Contributor II
  • 152 Views
  • 1 replies
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Publish a Technical Blog

Sir/Madam,I hope you are doing well. I would like to contribute and publish a technical blog on the Databricks Community portal. However, I am not sure about the process and appropriate platform. I would appreciate your guidance on where to start, th...

  • 152 Views
  • 1 replies
  • 0 kudos
Latest Reply
Advika
Community Manager
  • 0 kudos

Hello @Saurabh2406! Thanks for showing interest in contributing a technical blog. I’ve sent you a DM with the next steps.

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Hubert-Dudek
by Databricks MVP
  • 285 Views
  • 1 replies
  • 1 kudos

Dashboards deployment

It is finally possible to deploy dashboards using DABS and change the catalog and schema. It is solving the biggest problem with bringing the dashboard to production. New parameters for the dashboard resource were added: dataset_catalog and dataset...

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  • 285 Views
  • 1 replies
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Raman_Unifeye
Contributor III
  • 1 kudos

@Hubert-Dudek - This was really a much-awaited feature. Eventually DAB must cover all developed assets which requires promotion to higher environment to cover the CICD seamlessly. 

  • 1 kudos
Yogesh_Verma_
by Contributor II
  • 455 Views
  • 1 replies
  • 1 kudos

PostgreSQL to Databricks made simpler with Lakeflow Connect(Public Preview)

PostgreSQL to Databricks made simpler with Lakeflow Connect (Public Preview).Databricks has introduced a PostgreSQL connector in Lakeflow Connect (Public Preview), enabling ingestion of PostgreSQL data into the Lakehouse using logical replication.Ins...

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  • 455 Views
  • 1 replies
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Latest Reply
sdes10
New Contributor II
  • 1 kudos

@Yogesh_Verma_ do you have timeline for when this will be Generally Available? 

  • 1 kudos
AbhaySingh
by Databricks Employee
  • 217 Views
  • 1 replies
  • 1 kudos

SQL Scripting - Procedural Logic in Databricks SQL (Without Leaving SQL)

We've all been there. You need to loop through a list of tables, apply some transformation, handle a few edge cases, and maybe catch an error or two. In most data platforms, that means switching to Python or Scala—even if 90% of your logic is just SQ...

  • 217 Views
  • 1 replies
  • 1 kudos
Latest Reply
AbhaySingh
Databricks Employee
  • 1 kudos

Correction: Preview is available on Databricks Runtime 16.3 and above.

  • 1 kudos
Hubert-Dudek
by Databricks MVP
  • 215 Views
  • 1 replies
  • 1 kudos

Window Functions in Metrics Views

The latest update for the first week of 2026 is the addition of window functions in Metrics View. In enterprises, there are always measures like cumulative sales or rolling forecast, so it is really important that we can use window functions in busin...

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  • 215 Views
  • 1 replies
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Latest Reply
Raman_Unifeye
Contributor III
  • 1 kudos

@Hubert-Dudek - Thanks for sharing these bite-size updates as these get lost in many release-notes. Keep it up.

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

Mix Shell with Python

Assigning the result of a shell command directly to a Python variable. It is my most significant finding in magic commands and my favourite one so far. Read about 12 magic commands in my blogs: - https://www.sunnydata.ai/blog/databricks-hidden-magic-...

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  • 119 Views
  • 0 replies
  • 2 kudos
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