Limited seats are available to join our revamped training program at Data + AI Summit 2026 in San Francisco, with early-bird pricing that gives you 50% off training if you register by April 30. Key highlights Big savings on training and certification...
- 122 Views
- 1 replies
- 2 kudos
yesterday
Turn AI hype into everyday business decisions Join us for the Databricks Learning Festival – Business Edition, a free, global virtual event designed specifically for business professionals looking to unlock the power of data and AI — no deep technica...
- 3466 Views
- 0 replies
- 3 kudos
03-19-2026
Earlier this week, Databricks shared a deep dive into Lakebase Postgres database branching, a “Git‑style” way to work with your databases, meaning you can now create instant, isolated Postgres environments in seconds, without copying all the data or ...
- 525 Views
- 0 replies
- 1 kudos
a week ago
Developers want to write code, not provision databases. Learn how to create and deploy apps directly on the Databricks Platform. Join us on May 5-7. In this webinar, code comes first. Watch experts from Databricks and Cursor demonstrate how to get ...
- 1017 Views
- 2 replies
- 5 kudos
4 weeks ago
Financial services are too complex for generic AI. In this episode, see how specialized AI agents built on Agent Bricks help firms make faster, safer decisions at scale. The Impact: Investment decisions: Multi-agent systems cut review time from 8 hou...
- 67 Views
- 0 replies
- 0 kudos
yesterday
We are back with instructor-led Databricks Learning Festivals for APAC & EMEA! Both Udemy and LinkedIn recognized Databricks as one of the top fastest growing skills for 2026 — Udemy's The 100 Fastest-Growing Global Skills for 2026 and LinkedIn's T...
- 2652 Views
- 5 replies
- 6 kudos
03-03-2026
June 15–18, 2026 Register Now! Join thousands of data analytics and AI professionals at Data+ AI Summit 2026, the world’s largest conference for data, analytics and AI in San Francisco and virtually. Don’t miss early-bird pricing! Early-bird discoun...
- 4994 Views
- 4 replies
- 3 kudos
02-19-2026
Our Community Champion Program has always been about recognizing individuals who consistently show up to support others, share their expertise, and strengthen the Databricks Community. Alongside our customers, we’re equally proud of the incredible co...
- 559 Views
- 6 replies
- 8 kudos
Friday
Customer lifetime value (CLV) tells you which customers are truly worth the most over time, but turning raw transaction data into future‑value signals is hard at scale. With this Databricks accelerator, you can quickly model CLV and start targeting h...
- 396 Views
- 0 replies
- 1 kudos
Wednesday
The Weekly Digest • April 06 – 12 Community Pulse The top minds, the deepest dives, and the latest news keeping the community buzzing. Spotlight Contributors The members keeping the ecosystem moving this week: @szymon_dybczak @Sumit_7 @bala...
- 332 Views
- 1 replies
- 3 kudos
Wednesday
Community Activity
- 69 Views
- 1 replies
- 0 kudos
Integration patterns with Oracle database
Hello everyoneI'd like to try integration of Data Bricks with on-premise Oracle database, and now I have the following fundamental questions as below about the architectures of that integration.1) I guess the following is the list of integration way...
- 69 Views
- 1 replies
- 0 kudos
Latest Reply
- 0 kudos
Hi @HideK253, Your list is essentially correct. The main Databricks-native patterns are export to files + COPY INTO / Auto Loader, Lakehouse Federation and Lakeflow Connect. A couple of other options are listed below. Custom Spark JDBC jobs: spark.re...
- 0 kudos
- 27 Views
- 1 replies
- 0 kudos
Does Lakeflow Connect Have Any Change Tracking Diagnostics?
We have set up Change Tracking on multiple SQL Servers for Lakeflow Connect successfully in the past, but lately we are having lots of problems with a couple of servers. The latest utility script has been run and both lakeflowSetupChangeTracking and ...
- 27 Views
- 1 replies
- 0 kudos
Latest Reply
- 0 kudos
Hi @cvh, Having done some research, I have found that for SQL Server CT, Lakeflow expects the following (per DB/catalog).. Utility objects at version 1.5: dbo.lakeflowUtilityVersion_1_5() = '1.5'.CT DDL objects present in the same database as the CT ...
- 0 kudos
- 43 Views
- 3 replies
- 0 kudos
How to update alias for catalogs
Greetings,Is there a way to create an alias for a Databricks catalog? Current catalog name: trainingDesired alias: development_training The goal is that users connecting to either name should see the same schemas, tables, and data
- 43 Views
- 3 replies
- 0 kudos
Latest Reply
- 0 kudos
I have a use case where I need to rename a catalog without impacting existing pipelines and notebooks, as the current catalog name is referenced across multiple applications. Instead of coordinating with multiple teams to update it everywhere, I was ...
- 0 kudos
- 48 Views
- 2 replies
- 0 kudos
Table update trigger and File Arrival trigger latency
Hi team,When using table update or file arrival trigger, what latency I can expect for the trigger. Does Databricks poll the source by some schedule? If yes, whether the poll is free?Thanks
- 48 Views
- 2 replies
- 0 kudos
Latest Reply
- 0 kudos
Hi @MikeGo, For both file arrival triggers and table update triggers, Databricks makes a best-effort check roughly every minute to detect new files or table updates. The end-to-end latency you should plan for is therefore on the order of 1-2 minutes,...
- 0 kudos
- 404 Views
- 4 replies
- 0 kudos
Request for Reschedule Without Penalty – Databricks Certified Data Engineer Professional Exam
Dear Databricks Certification Team,I am writing regarding my scheduled exam:Assessment Name: Databricks Certified Data Engineer ProfessionalDate: 18 April 2026Time: 14:00Duration: 120 minutesI was present and ready at the scheduled time; however, I w...
- 404 Views
- 4 replies
- 0 kudos
Latest Reply
- 0 kudos
Hi team,As the voucher also got expired, is there any way to apply for voucher again before the exam?
- 0 kudos
- 137 Views
- 7 replies
- 10 kudos
Resolved! Designing Reliable Data Versioning Strategies in Databricks
Hi everyone,I’m working on a use case where I need to retain 30 days of historical data in a Delta table and use it to build trend reports.I’m looking for the best approach to reliably maintain this historical data while also making it suitable for r...
- 137 Views
- 7 replies
- 10 kudos
Latest Reply
- 10 kudos
Hey @Raj_DB , The TLDR is time travel is great for short-term ops and debugging, but brittle as your primary reporting history, and its cost profile is harder to control and reason about than a purpose-built history table. Docs 1,2 explicitly say De...
- 10 kudos
- 122 Views
- 1 replies
- 3 kudos
Data+AI Summit 2026 | Get hands on with AI
Limited seats are available to join our revamped training program at Data + AI Summit 2026 in San Francisco, with early-bird pricing that gives you 50% off training if you register by April 30. Key highlights Big savings on training and certification...
- 122 Views
- 1 replies
- 3 kudos
Latest Reply
- 3 kudos
Sugoi!! The looks so cool Databricks should give swags as like Google programs.
- 3 kudos
- 56 Views
- 1 replies
- 0 kudos
Databricks learning festival coupon
Hi team, Ive completed a learning path by taking part in Databricks learning festival which was conducted recently but Ive not received my discount voucher yet
- 56 Views
- 1 replies
- 0 kudos
Latest Reply
- 0 kudos
@sanju_shree066 Raise a support ticket at https://help.databricks.com/s/contact-us
- 0 kudos
- 43 Views
- 1 replies
- 0 kudos
AI playground - Unable to access LLM's
I was having playground access and now I bumped up to enterprise access The endpoint GPT-5.4 has encountered an error and responded with the following: InternalError{"error_code":"PERMISSION_DENIED","message":"PERMISSION_DENIED: The endpoint is tem...
- 43 Views
- 1 replies
- 0 kudos
Latest Reply
- 0 kudos
Hi @nagamaddikunta, Having checked this internally, this error message doesn’t come from the QPM/TPM values you see on the Serving endpoint. It means that, for your workspace, Databricks has set the system-level quota for that model to 0, so the GPT-...
- 0 kudos
- 1116 Views
- 2 replies
- 7 kudos
Natural Language Geospatial Analytics on Databricks with Genie Space and Apps
Your Own GeoGenie: Natural Language Geospatial Analytics on Databricks Every enterprise has geospatial data. Telecom companies track tower locations. Retailers map store footprints. Logistics networks route around real-world geography. But when a bus...
- 1116 Views
- 2 replies
- 7 kudos
Latest Reply
- 7 kudos
First off, I really enjoyed exploring this app — it's a great starting point, and I personally love the idea of visualizing geospatial data on a 3D pane. The concept and execution are genuinely impressive, and I can see a lot of potential value for c...
- 7 kudos
- 49 Views
- 0 replies
- 0 kudos
Steps to become a Databricks Consultant.
Hello professionals and seasoned functional consultants,I recently completed the Databricks Data Engineer Associate certification and have also finished multiple courses from Udemy, Databricks learning events, and Alex The Analyst / Analytics Builder...
- 49 Views
- 0 replies
- 0 kudos
- 41 Views
- 0 replies
- 1 kudos
Implementing a naming convention
Thanks to Skills, we can finally implement the enterprise naming convention. Not only through Genie but also through Agent, auditing all our schemas. #databricks https://databrickster.medium.com/implementing-enterprise-naming-convention-agentic-way-3...
- 41 Views
- 0 replies
- 1 kudos
- 94 Views
- 4 replies
- 2 kudos
Valid init script for installing ODBC Driver 18 for SQL Server to a job cluster
I need to execute stored procedures in my notebook, to do that I created an init script that installs ODBC driver to my job cluster. But the script stops working after some time and I can't figure out why, so the cluster can't start. Can someone send...
- 94 Views
- 4 replies
- 2 kudos
Latest Reply
- 2 kudos
You don't need an ODBC driver inside a Databricks job cluster to run stored procedures, and init scripts are fragile enough that they easily break cluster startup. Options: Option 1 (Recommended): Use built-in JDBC / connectors instead of ODBC For S...
- 2 kudos
- 147 Views
- 0 replies
- 0 kudos
Delta Lake Under the Hood: What Every Data Engineer Should Know
Delta Lake has become the foundation of modern data lakehouses. Organizations worldwide rely on it to bring ACID transactions, schema enforcement, and time travel capabilities to their data lakes. Yet there's a significant gap between using Delta Lak...
- 147 Views
- 0 replies
- 0 kudos
- 57 Views
- 1 replies
- 1 kudos
Auto CDC fLow without CDF?
Auto CDC flow works with source table CDF enabled, but fails when CDF is disabled.The source table is updated via INSERT OVERWRITE.IS CDF mandatory?
- 57 Views
- 1 replies
- 1 kudos
Latest Reply
- 1 kudos
Hello Kevin !It happened with me once and that's how I understood that for auto cdc the delta source needs a change feed.When it is not available you should use AUTO CDC FROM SNAPSHOT which compares snapshots and with do the synth of the changes inst...
- 1 kudos
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Latest from our Blog
Delta Lake Under the Hood: What Every Data Engineer Should Know
Delta Lake has become the foundation of modern data lakehouses. Organizations worldwide rely on it to bring ACID transactions, schema enforcement, and time travel capabilities to their data lakes. Yet...
Mastering Delta Lake MERGE Performance: Why It Slows Down and How to Fix It
If you've worked with Delta Lake at scale, you've encountered this: your MERGE operation that once completed in seconds now takes minutes—or hours—as your table grows. The culprit? Without optimizatio...
Intelligent Document Processing for Data Extraction: Transforming Product Manuals into Insights
Summary Turn unstructured product manuals into structured, queryable data using Databricks Agent Bricks AI Functions, with no custom model training or rigid templates required.Build a complete documen...
From PDF to Insights: Autonomous Document Intelligence at Scale with Lakeflow and Agent Bricks
Every organization has critical information trapped in PDFs and unstructured documents: forms, reports, records, filings. Historically, turning those files into usable data has meant manual data entr...