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PSA: Community Edition retires on January 1, 2026. Move to the Free Edition today to keep your work.

Databricks Free Edition is the new home for personal learning and exploration on Databricks. It’s perpetually free and built on modern Databricks - the same Data Intelligence Platform used by professionals. Free Edition lets you learn professional da...

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Monday
🎤 Call for Presentations: Data + AI Summit 2026 is Open!

June 15–18, 2026 Are you building the future with data and AI? Then this is your moment. The Call for Proposals for Data + AI Summit 2026 is officially open, and we want to hear from builders, practitioners, and innovators across the data and AI com...

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Monday
Last Chance: Help Shape the 2026 Data + AI Summit | Win a Full Conference Pass

Your voice matters to us. We are planning the 2026 Data + AI Summit, and we’d love your input on what would make the experience even more valuable for you. Take a few minutes to share your feedback through our quick survey — your insights directly in...

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Monday
Level Up with Databricks Specialist Sessions

How to Register & Prepare If you're interested in advancing your skills with Databricks through a Specialist Session, here's a clear guide on how to register and what free courses you can take to prepare effectively. How to Begin Your Learning Path S...

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10-02-2025
Lakehouse, Lagers & Legends — Bangalore Meetup | December 13

Governing the Full Data Lifecycle: From Ingestion to Insight with Unity Catalog Date: Saturday, December 13 Time: 12:00 PM – 3:00 PM Location: Bengaluru, Karnataka (Register to see address) Registration: Approval required Register Here! About Thi...

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3 weeks ago
Jaipur Usergroup First Virtual Meetup: AI/BI Genie + Data Science Careers — 19 Dec | 6 PM IST

Event Details Date: 19 December 2025Time: 6:00 PM – 7:30 PM ISTFormat: Virtual (Online) Marking RSVP on this page will not register your interest for the event. Please use the button below. Unlimited seats — but registration is recommended to recei...

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2 weeks ago
Celebrating Our First Brickster Champion: Louis Frolio

Our Champion program has always celebrated the customers who go above and beyond to engage, help others, and uplift the Community. Recently, we have seen remarkable participation from Bricksters as well—and their impact deserves recognition too. Begi...

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a month ago
🌟 Community Pulse: Your Weekly Roundup! December 05 – 11, 2025

We’re inching toward year-end, And the Community just dropped another week packed with sharp questions and standout wins.If you missed the action, here’s the pulse of everything that made the feed light up   Week’s Power Players      Spotlight on t...

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a week ago

Community Activity

Neeraj_432
by > Visitor
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while loading data from dataframe to spark sql table using .saveAstable() option, not working.

hi , i am loading dataframe data into spark sql table using .saveastable() option.. scema is matching..but column names are diffirent in sql table. is it necessary to maintain the same column names in source and target ? how to handle it in real time...

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emanueol
by > New Contributor
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  • 1 replies
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how to complete connection to snowflake

Hi all,Simple test creating connection to my snowflake trial account was successful, and..Anyway:dbx > external data > connections > create connection > ... > [Test] successful but still see last 2 steps todo (5 access, 6 metadata) but don't see any ...

  • 107 Views
  • 1 replies
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Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 0 kudos

Hi @emanueol ,From you description it seems that you were able to set up connection. Not every step in the wizard has "next button". From example in step 4 (catalog basic) if you create a catalog then you will be automatically transfered to the next ...

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Hubert-Dudek
by Databricks MVP
  • 16 Views
  • 0 replies
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Databricks Advent Calendar 2025 #21

Your stream can have a state, and now, with TransformWithStateInPandas, it’s easy to manage - you can handle things like initial state, deduplication, recovery, etc., with the 2025 improvements.

2025_21.png
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vinaykumar
by > New Contributor III
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  • 8 replies
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Log files are not getting deleted automatically after logRetentionDuration internal

Hi team Log files are not getting deleted automatically after logRetentionDuration internal from delta log folder and after analysis , I see checkpoint files are not getting created after 10 commits . Below table properties using spark.sql(    f"""  ...

No checkpoint.parquet
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  • 8 replies
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Latest Reply
alex307
New Contributor II
  • 0 kudos

Any body get any solution?

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7 More Replies
Hubert-Dudek
by Databricks MVP
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Databricks Advent Calendar 2025 #20

As Unity Catalog becomes an enterprise catalog, bring-your-own lineage is one of my favorite features.

2025_20.png
  • 101 Views
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s_agarwal
by > New Contributor
  • 161 Views
  • 1 replies
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Queries from Serverless compute referring to older/deleted/vacuumed version of the delta tables.

Hi Team,I have a unity catalog based managed delta table which I am able to successfully query using the regular compute/cluster options.But when I try to query the same table using a Serverless/SQL Warehouse, they are referring to an older version /...

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Latest Reply
Saritha_S
Databricks Employee
  • 0 kudos

Hi @s_agarwal  Please find below my findinsg for your query.  Serverless uses cached Unity Catalog metadata Your UC metadata points to an old Delta version Regular clusters bypass this cache Fix by refreshing or forcing UC metadata rewrite

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seefoods
by > Valued Contributor
  • 152 Views
  • 1 replies
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spark conf for serveless jobs

Hello Guys, I use serveless on databricks Azure, so i have build a decorator which instanciate a SparkSession. My job use autolaoder / kafka using mode availableNow. Someone Knows which spark conf is required beacause i want to add it  ? Thanx import...

  • 152 Views
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Latest Reply
Saritha_S
Databricks Employee
  • 0 kudos

Hi @seefoods  Please find below my findings for your case. You don’t need (and can’t meaningfully add) any Spark conf to enable availableNow on Databricks Serverless. Let me explain clearly, and then show what is safe to do in your decorator. availa...

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kasinathanrames
by > New Contributor II
  • 11651 Views
  • 18 replies
  • 16 kudos

Free Certification voucher

looking for free certification voucher

  • 11651 Views
  • 18 replies
  • 16 kudos
Latest Reply
ShivakumarK
New Contributor II
  • 16 kudos

Hi, can you please provide me free voucher for azure data bricks fundamental 

  • 16 kudos
17 More Replies
kmaditha
by > New Contributor II
  • 43607 Views
  • 48 replies
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Resolved! Data Engineer Associate Certification in 2025 Voucher

Hi Community,I’m planning to take the Data Engineer Associate Certification in 2025 to advance my skills and career. Are there any ongoing promotions or opportunities to get a 50% discount voucher for the exam? It would be incredibly helpful if you c...

  • 43607 Views
  • 48 replies
  • 5 kudos
Latest Reply
Dineshvishe
New Contributor III
  • 5 kudos

How to get voucher of exam

  • 5 kudos
47 More Replies
Joost1024
by > New Contributor
  • 303 Views
  • 5 replies
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Read Array of Arrays of Objects JSON file using Spark

Hi Databricks Community! This is my first post in this forum, so I hope you can forgive me if it's not according to the forum best practices After lots of searching, I decided to share the peculiar issue I'm running into in this community.I try to lo...

  • 303 Views
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Latest Reply
Joost1024
New Contributor
  • 0 kudos

I guess I was a bit over enthusiastic by accepting the answer.When I run the following on the single object array of arrays (as shown in the original post) I get a single row with column "value" and value null. from pyspark.sql import functions as F,...

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4 More Replies
NatJ
by > New Contributor
  • 147 Views
  • 0 replies
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Removing access to Lakehouse and only allowing Databricks One?

Hello, I am trying to set up a user group for business users in our Azure Databricks that will only be able to query data. It looks like Databricks One is the solution to use. So I followed the documentation and granted the user group Consumer Access...

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ScottH
by > New Contributor III
  • 127 Views
  • 0 replies
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Can I create a serverless budget policy via Python SDK on Azure Databricks?

Hi, I am trying to use the Databricks Python SDK (v0.74.0) to automate the creation of budget policies in our Databricks account. See the Python code below where I am trying to create a serverless budget policy. Note the error.When I click the "Diagn...

ScottH_0-1766168891911.png
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Hubert-Dudek
by Databricks MVP
  • 129 Views
  • 0 replies
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Databricks Advent Calendar 2025 #19

In 2025, Metrics Views are becoming the standard way to define business logic once and reuse it everywhere. Instead of repeating complex SQL, teams can work with clean, consistent metrics.

202519.png
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excavator-matt
by > Contributor
  • 194 Views
  • 1 replies
  • 0 kudos

How do I grant access to find a table in Databricks, without giving access to query the table?

Hi!By default it seems users can only see tables and views in Unity Catalog that they have SELECT permission/privilege on. However, we would like to use Unity Catalog as a data catalog of tables we have. They wouldn't then be able to request access t...

Data Governance
permission
privilege
Unity Catalog
  • 194 Views
  • 1 replies
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Latest Reply
iyashk-DB
Databricks Employee
  • 0 kudos

@excavator-matt you can grant BROWSE privilege on your catalog to a broad audience (for example, the “All account users” group). This lets users see object metadata (names, comments, lineage, search results, information_schema, etc.) in Catalog Explo...

  • 0 kudos
RichC
by > New Contributor
  • 177 Views
  • 1 replies
  • 0 kudos

scroll bar disappears on widgets in dashboards

Databricks newbie.I've created a dashboard that has several widgets to allow users to select multiple values from a drop-down list.  When I first open the widget to select the values, there is a scroll bar on the right side of the box which allows me...

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

Hello @RichC! You’re not missing any setting here. This is expected behavior. The scrollbar auto-hides after a couple of seconds, but it’s still active. If you start scrolling again (mouse wheel or trackpad), the scrollbar will reappear.

  • 0 kudos
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