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PSA: Community Edition retires at the end of 2025 - move to 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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2 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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4 weeks 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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Friday

Community Activity

piotrsofts
by > New Contributor III
  • 8 Views
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Accessing Knowledge Base from Databricks One

Is it possible to use Knowledge Assistant from Databricks one ? 

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piotrsofts
by > New Contributor III
  • 9 Views
  • 0 replies
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Data segregated by Domain - how to do that

In the Databricks one demo, and even in official website I seehttps://www.databricks.com/blog/introducing-databricks-one"Domains", how to enable it ? Or add "Domain" to data?

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KiranAnand
by Databricks Employee
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Azure Databricks — Upgrade Managed Workspace to VNet Injected Workspace

Managed Workspace in Azure Databricks Azure Databricks, a first-party service on Microsoft Azure, seamlessly integrates with other Azure services and is easily deployed through the Azure portal with a few clicks. This simplified deployment wi...

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Latest Reply
Raman_Unifeye
Contributor III
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@KiranAnand - Thanks for the documentation. The questions I have are around the 'Classic Compute' and it may not matter for the Managed/VNet-injected workspace.1) VM Lifecycle management - Does the Azure Admin get any opportunity to contol the Azure ...

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5 More Replies
RodrigoE
by > Visitor
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Vector search index initialization very slow

Hello,I am creating a vector search index and selected Compute embeddings for a delta table with 19M records.  Delta table has only two  columns: ID (selected as index) and Name (selected for embedding). Embedding model is databricks-gte-large-en.Ind...

Machine Learning
index
search
vector
vector index
Vector Search
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Latest Reply
iyashk-DB
Databricks Employee
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@RodrigoE please follow this document - https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/deploy-prov-throughput-foundation-model-apis#create-your-provisioned-throughput-endpoint-using-the-ui

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2 More Replies
seefoods
by > Valued Contributor
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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...

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kkirtigoel
by > Visitor
  • 11 Views
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Done the certification, but not received my badge

Hi Databricks Team,I have completed my AI Agentic Fundamental certificate course today and haven't received my badge for the same. Can you guys help me for this.

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Deelaka98
by > Visitor
  • 40 Views
  • 1 replies
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My Databricks Fundamentals Accreditation badge didn't receive

I have completed Databricks Fundamentals Accreditation, but I haven't received the certification badge.Below attached here the certification, and my email address is: deelakawalagama@outlook.com.Also, I would like to add this badge to my LinkedIn pro...

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Latest Reply
cert-ops
Databricks Employee
  • 1 kudos

Hello @Deelaka98 ,  Please check your credentials here. Please note that we cannot provide support via community (it is not advised that you post your email address here in community). Thanks & Regards,@cert-ops

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seefoods
by > Valued Contributor
  • 164 Views
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Resolved! setup databricks connect on VsCode and PyCharm

Hello Guyz,Someone Know what's is the best pratices to setup databricks connect for Pycharm and VsCode using Docker, Justfile and .env file Cordially, Seefoods

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Latest Reply
Gecofer
Contributor II
  • 2 kudos

Hi @seefoods!I’ve worked with Databricks Connect and VSCode in different projects, and although your question mentions Docker, Justfile and .env, the “best practices” really depend on what you’re trying to do. Here’s what has worked best for me:1.- D...

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1 More Replies
gxzhao-db
by Databricks Employee
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AI Newsletter Series (Part 1): Parsing Enterprise PDFs Into AI-Ready Data

Enterprise Account macro trends, strategy doc, account and project updates often end up in PDF format. Meanwhile, usage metrics and account-level signals—such as active users, DBU consumption, and use case stages—live in Delta tables sourced from sys...

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jeffreyaven
by Databricks Employee
  • 57 Views
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Fine-Grained Access Control in Delta Sharing: Dynamic Views vs Partition Filtering

The Challenge: Sharing Data While Maintaining Privacy Boundaries Imagine you're a global retail company with customer order data spanning multiple regions—North America, Europe, and Asia Pacific. You need to share this data with regional sales partne...

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Taras_Chaikovsk
by Databricks Employee
  • 74 Views
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Integration Testing for Lakeflow Jobs with Pytest and Databricks Connect

Introduction Databricks Lakeflow enables data teams to design and operate data pipelines at scale, where speed and reliability directly influence the time to market for insights. As pipeline complexity grows, test automation becomes essential to main...

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Joost1024
by > Visitor
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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...

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Latest Reply
Joost1024
Visitor
  • 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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2 More Replies
rc10000
by > New Contributor
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Resolved! Data Bricks Engineer - DEA Exam vs Training

Hi, I love the Databricks resources but I'm a little confused on what training to take. My focus is studying and practicing for the Databricks Engineer Associate exam, but when I hear of the 'training', I'm not sure which training people are referrin...

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Latest Reply
Advika
Community Manager
  • 3 kudos

Hello @rc10000!+1 to what @Louis_Frolio  mentioned above.The Learning Plan is designed for users preparing for the Databricks Certified Data Engineer Associate and Professional exams. Also below are a few paths, depending on what you’re looking for: ...

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1 More Replies
rc10000
by > New Contributor
  • 53 Views
  • 1 replies
  • 1 kudos

Resolved! Lakeflow Connect - Databricks Data Engineer Associate Exam Post-July 2025

Hi, I'm asking another Databricks Data Engineer Associate Exam Dec 2025 question. For those who have taken the DEA exam, is Lakeflow Connect a relevant topic for the test? Been a little confused on what resource to rely on besides the official study ...

  • 53 Views
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  • 1 kudos
Latest Reply
SP_6721
Honored Contributor II
  • 1 kudos

Hi @rc10000,Lakeflow Connect is mentioned in the exam guide under training, but it’s more about the ingestion concepts. These topics come under the Development & Ingestion section. I’d suggest following the official exam guide first and Databricks Ac...

  • 1 kudos
Zr50
by > Visitor
  • 47 Views
  • 1 replies
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Voucher For Data Engineer Associate Exam

Hi, I’m preparing for the Databricks Certified Data Engineer Associate exam.Could you please let me know how I can get a voucher or discount code for the exam?Are there any ongoing events, trainings, or promotions that provide vouchers?Thanks in adva...

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

Hello @Zr50! Databricks offers 50% certification vouchers during its Learning Festival events.The upcoming Learning Festival is scheduled for January 9 – 30, 2026, where you can earn a discount voucher.You can find more details here: Self-Paced Learn...

  • 0 kudos
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