Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, October 29! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and ...
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2 weeks ago
Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, November 5! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and ...
- 275 Views
- 0 replies
- 2 kudos
Thursday
NOVEMBER · THE TOUR IS ON THE MOVE Nine stops. Three regions.One epic November. THIS MONTH'S ROUTE Munich → Atlanta → Amsterdam → London → Toronto → Los Angeles (Anaheim) → New York City → Milan → Tokyo A free, one-day event on how organizations...
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Monday
DATA + AI LIVE Time: AMER Nov 11 / 9 AM PT / 12 PM ET APAC Nov 12 / 9:30 AM IST / 12 PM SGT / 1 PM JST-KST / 3 PM AEDT EMEA Nov 17 / 9 AM GMT / 10 AM CET Register for the Workshop Note: Marking RSVP on this Community event does not register you fo...
- 672 Views
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Wednesday
REGISTRATION IS NOW OPEN The Data + AI World Tour is heading your way A free, one-day event on how organizations are building AI they can trust to deliver real outcomes - by grounding models in their own enterprise data and business context. THE...
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09-01-2026
Free · Hands-on · Instructor-led AI/BI + Genie Launchpad From dashboards your team can trust to answers in plain language with Genie. A three-day arc of live, hands-on sessions, each built for a different role. Join only the day or days that fit you...
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Friday
Responsible gaming initiatives are becoming increasingly important as regulation, gameplay experiences and the betting and gaming industry continue to expand. The Responsible Gaming Solution Accelerator, developed in partnership with AWS, shows how t...
- 228 Views
- 1 replies
- 4 kudos
Thursday
Recap • September 14 – October 11 Community Pulse Four weeks of articles, learning content, and conversations – the highlights, all in one read. Community Stars The members who showed up and made a real difference : @ivanvyd @data_pulse @Tho...
- 559 Views
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2 weeks ago
Community Activity
- 19 Views
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Question regarding Databricks Apps deployment
Hello Databricks Community,I am currently working on setting up a Databricks App and ran into a few questions.Here are the details of what I am working with:Target Framework: [e.g., Streamlit / Dash]Goal: [Briefly describe what you are trying to achi...
- 19 Views
- 1 replies
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Latest Reply
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@Khasim_1 When I was developing a Flask-based Databricks App, which integrated Databricks Model Serving, a custom tool-calling agent, and Unity Catalog system tables, I found a few key areas worth considering during setup.Application startup: verify ...
- 1 kudos
- 18 Views
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system.ai model names return 404 on /serving-endpoints with Unity Gateway enforcement off
Environment: one Azure Databricks workspace, pay-per-token foundation models, Enforce Unity Gateway off, requests sent with curl and a CLI-issued token.Symptom. A request naming a Unity Catalog model service, system.ai.claude-haiku-4-5, sent to https...
- 18 Views
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- 246 Views
- 3 replies
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Resolved! Beyond Bronze, Silver, and Gold: When Does a Separate Stage Make Sense?
I recently published my first technical blog! I was a little nervous about sharing it, but I’m happy to take this first step. I hope to keep sharing what I learn and improve my writing along the way.For this article, I chose a question I’ve encounter...
- 246 Views
- 3 replies
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Latest Reply
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Thanks for sharing this article! I particularly like the point that separating transformation logic, persisting intermediate results, and exposing datasets to consumers are three different architectural decisions.In our environment, we use Databricks...
- 5 kudos
- 35 Views
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Best practices for processing HVR CDC data in Databricks when handling out-of-order updates, delete
Hi Databricks Community,I am working on a data lakehouse architecture on AWS, where HVR captures changes from OLTP databases such as Oracle and PostgreSQL, AWS S3 is used for storage, and Databricks handles data processing across Bronze, Silver, and ...
- 35 Views
- 0 replies
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- 20919 Views
- 33 replies
- 21 kudos
FAQ for Advanced Learning Festival September 16 - October 14 2026
Frequently Asked Questions Databricks Advanced Learning Festival | September 16 - October 14 2026 General Where can I ask questions while going through the self-paced material? The Databricks Academy Learners Group page is a forum within the Data...
- 20919 Views
- 33 replies
- 21 kudos
Latest Reply
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Hi @Jim_Anderson ,Could you please resend my voucher in my registered email. It seems it was accidentally deleted from my mailbox using automated cleanup agent .Email avinash.verma18@gmail.com Thanks, Avinash
- 21 kudos
- 47 Views
- 0 replies
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Possible Incorrect Answer Key: Spark ML Estimators — OneHotEncoder, Imputer, and StandardScaler
Hello Databricks Community,While preparing for the Databricks Machine Learning Associate certification, I came across a question in a practice assessment that I believe may have an incorrect or incomplete answer key.Question:"In a Spark ML Pipeline, ...
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- 642 Views
- 3 replies
- 1 kudos
Building a Visitor Data Pipeline for Digital Membership Card
Hi everyone, I'm working on a project where we collect visitor activity from multiple touchpoints such as ticketing, membership sign-ups, event participation, mobile app interactions, and digital membership card usage. The goal is to create a unified...
- 642 Views
- 3 replies
- 1 kudos
Latest Reply
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Hello @dixcyscott Streaming for check-ins, batch for slower sources, and a gold profile built from the event facts. Ingestion and the silver tables run in one Lakeflow pipeline, with a Databricks SQL materialized view on top for near real-time. Q1. ...
- 1 kudos
- 80 Views
- 2 replies
- 0 kudos
Asset Bundles: how to link a bundle-managed Genie space to an AI/BI dashboard across environments (o
Hi all,I'm managing an AI/BI dashboard and a Genie space with Databricks Asset Bundles (CLI v1.20, engine: direct), deployed to three workspaces (dev / test / prod) via Azure DevOps.The problem When I link the Genie space to the dashboard in the UI, ...
- 80 Views
- 2 replies
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Latest Reply
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@koosha I tested this end-to-end using Databricks CLI v1.22.1 with the direct deployment engine, and confirmed that a Genie Space and an AI/BI Dashboard can be deployed together in a single bundle deploy, without hardcoding IDs or requiring a second ...
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- 251 Views
- 1 replies
- 2 kudos
Test on a Branch, Not on Patients: Agentic Drug Substitution with Lakebase
An agent tests the fix on a Lakebase branch. A pharmacist approves it. By Sumanth Ghanta and Thomas Roach · 10 min read TL;DR: The U.S. still has more than 200 active drug shortages, and each one forces hospitals to change how they order, dispense,...
- 251 Views
- 1 replies
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Latest Reply
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Thanks for the detailed write-up. "Replay the plan, not the branch" is the idea that does the real work here: the branch becomes a rehearsal space, and the apply step becomes a short, reviewable diff instead of a promoted staging copy. One question f...
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- 197 Views
- 2 replies
- 1 kudos
DevOps Fundamentals: 08 - Creating and Executing Unit Tests: Instructions doesn't match code
Instructions: To execute pytest within Databricks complete the following:sys.dont_write_bytecode = True - By default, Python generates .pyc bytecode files in a pycache directory. Setting it to True prevents this, which is useful in read-only environm...
- 197 Views
- 2 replies
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Latest Reply
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Thanks for the reporting link. I wonder though why users should be reporting these errors when review by AI is so effective. Just review all the notebooks with AI and improve the quality in one fell swoop.
- 1 kudos
- 62 Views
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English Is Becoming a Powerful Programming Language in Databricks!
I have been working with Python, PySpark, and SQL for years. But recently, while experimenting with Databricks Genie Code, I had a moment where I thought, "Are we entering a world where simple English becomes one of the most powerful programming lang...
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- 50 Views
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Why I started evaluating the pipeline instead of choosing the best model at each stage
I recently worked on a multi-label classification pipeline on Databricks, using embeddings, scikit-learn classifiers, Delta Lake, and MLflow to track experiments.One result caught my attention: the embedding model that ranked fourth in my initial scr...
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- 178124 Views
- 240 replies
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Resolved! Databricks Certification Exam Suspended? Our Support Team Can Help
Taking exams is so stressful already, and if your exam gets suspended it is extra stressful. Don't worry! Our support team is awesome and will help you get back on track. The most important step is to file a ticket in our Help Center. Be sure to inc...
- 178124 Views
- 240 replies
- 45 kudos
Latest Reply
- 45 kudos
Hi @Cert-Team and @Cert-TeamOPS,My Databricks Certified Data Engineer Associate exam on 27 October 2026 at 2230H Asia/Calcutta was suspended after I received a warning that I was not looking at the screen. I had prepared for this exam for a long time...
- 45 kudos
- 76 Views
- 0 replies
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𝗘𝗱𝗶𝘁𝗶𝗻𝗴 𝗙𝗶𝗹𝗲𝘀 𝗶𝗻 𝗨𝗻𝗶𝘁𝘆 𝗖𝗮𝘁𝗮𝗹𝗼𝗴 𝗩𝗼𝗹𝘂𝗺𝗲𝘀 𝗜𝘀 𝗡𝗼𝘄 𝗚𝗔
Databricks now allows you to edit supported files directly in the workspace file editor.헪헵헮혁’혀 헡헲현?You can open and edit files stored in Unity Catalog volumes directly from:Catalog ExplorerThe schema browser in notebooksThe schema browser in the SQL ...
- 76 Views
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- 69 Views
- 0 replies
- 1 kudos
How to retire Genie Agents and dashboards nobody uses (so you can say yes to more of them)
"We want more Genie Agents and dashboards. We just don't want to end up with 400 of them." The business wants more self-service. The platform team is worried about two things: sprawl (nobody can find the right one, and three versions of "revenue" app...
- 69 Views
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