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
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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- 2 replies
- 4 kudos
Monday
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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- 3 replies
- 4 kudos
Monday
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...
- 3001 Views
- 2 replies
- 9 kudos
10-02-2025
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...
- 814 Views
- 1 replies
- 3 kudos
2 weeks ago
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...
- 783 Views
- 0 replies
- 6 kudos
2 weeks ago
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...
- 1115 Views
- 6 replies
- 13 kudos
4 weeks ago
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...
- 268 Views
- 4 replies
- 2 kudos
Friday
Community Activity
- 8 Views
- 0 replies
- 0 kudos
Accessing Knowledge Base from Databricks One
Is it possible to use Knowledge Assistant from Databricks one ?
- 8 Views
- 0 replies
- 0 kudos
- 9 Views
- 0 replies
- 0 kudos
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?
- 9 Views
- 0 replies
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- 2737 Views
- 6 replies
- 9 kudos
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...
- 2737 Views
- 6 replies
- 9 kudos
Latest Reply
- 9 kudos
@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 ...
- 9 kudos
- 31 Views
- 3 replies
- 0 kudos
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...
- 31 Views
- 3 replies
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Latest Reply
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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
- 0 kudos
- 16 Views
- 0 replies
- 0 kudos
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...
- 16 Views
- 0 replies
- 0 kudos
- 11 Views
- 0 replies
- 0 kudos
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.
- 11 Views
- 0 replies
- 0 kudos
- 40 Views
- 1 replies
- 1 kudos
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...
- 40 Views
- 1 replies
- 1 kudos
Latest Reply
- 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
- 1 kudos
- 164 Views
- 2 replies
- 2 kudos
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
- 164 Views
- 2 replies
- 2 kudos
Latest Reply
- 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...
- 2 kudos
- 57 Views
- 0 replies
- 1 kudos
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...
- 57 Views
- 0 replies
- 1 kudos
- 57 Views
- 0 replies
- 0 kudos
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...
- 57 Views
- 0 replies
- 0 kudos
- 74 Views
- 0 replies
- 0 kudos
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...
- 74 Views
- 0 replies
- 0 kudos
- 42 Views
- 3 replies
- 0 kudos
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...
- 42 Views
- 3 replies
- 0 kudos
Latest Reply
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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,...
- 0 kudos
- 51 Views
- 2 replies
- 3 kudos
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...
- 51 Views
- 2 replies
- 3 kudos
Latest Reply
- 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: ...
- 3 kudos
- 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
- 1 replies
- 1 kudos
Latest Reply
- 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
- 47 Views
- 1 replies
- 0 kudos
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
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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...
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Latest from our Blog
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...
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 ...
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 complexit...
Scaling XGBoost: How to Distribute Training with Ray and GPUs on Databricks
Problem Statement Technologies used: Ray, GPUs, Unity Catalog, MLflow, XGBoost For many data scientists, eXtreme Gradient Boosting (XGBoost) remains a popular algorithm for tackling regression and cla...
