Community Ask Hey Community! Your Databricks Community profile is often the first thing other members see when they come across your posts, solutions, blogs, or event participation. A complete profile helps other members understand who you are,...
WEBINARTime: July 21 / 8:00 AM PT Whether you’re building an agentic AI roadmap or pressure-testing your current approach, you’ll gain a clearer view of how leading enterprises are approaching agentic AI, and where the biggest opportunities lie ahead...
Learn how the lakebase architecture decouples compute from storage, so you can build, ship and run agents and apps faster. Databricks has introduced a new category of serverless Postgres database built to integrate seamlessly with your lakehouse sta...
Our Community Champion Program celebrates members who go above and beyond to share knowledge, support fellow practitioners, and help make the Databricks Community a valuable place to learn and grow. Each month, we recognize individuals whose expertis...
Fraud detection becomes more effective when organizations can understand where and how customers normally spend. The Identify Fraud With Geospatial Analytics and AI Solution Accelerator shows how geospatial data, machine learning and a lakehouse arch...
The Weekly Digest • June 29 – July 5 Community Pulse A new week, a fresh wave of articles, answers, and discussions. Here's your weekly catch-up. This Week's Community Stars The members who showed up and made a difference this week: @balajij...
I have a table pulled from Snowflake via a foreign catalog that's only returning 100 rows in Databricks even though there's billions of records in the source Snowflake table. What steps should I take to diagnose the limitation of rows?
Hello Jim Anderson,Can you please look into why a voucher for the Engineer-Associate exam has not been sent to me? I raised a ticket with support providing the screenshot of the courses completed. It appears there are additional requirements for the ...
Hey Team ,I have completed my training modules under the festival and still I have not recieved the vouchers can you please help me with the voucher. Thank you
Hi, We run a monitoring integration that reads a Genie space's conversations via the Conversation API, using a service principal with CAN MANAGE on the space - capturing each conversation's prompt, generated SQL, and query result.Listing conversation...
Summary: Yes — result retrieval is tied to the query’s credential/delegation model. Your 404/500 messages point to missing or unresolved permission delegation for those stored results, not missing CAN MANAGE on the space. If you need a monitoring se...
I have premium databricks and i am trying to use ZeroBus with java SDK. my SP has admin rights and the righst below have been granted to the zerobus table GRANT USE CATALOG ON CATALOG <catalog> TO `<service-principal-id>`; GRANT USE SCHEMA ON SCHEMA ...
Use a Databricks OAuth token for Zerobus, not a PAT or a federated/token-exchange token. The Java SDK docs now use client_id + client_secret, and Zerobus requires a token scoped to api://databricks/workspaces/<workspace_id>/zerobusDirectWriteApi with...
Monthly Recap • June 2026 Community Fellows Community Fellows are Bricksters who show up – in the forums, for customers, and for the community. Some months, that means going beyond the forums. June was one of them – Fellows brought their energy t...
Hi Team,I have completed my both the modules in Data Analysts but still didn't receive the voucher. Can someone please help me in this? I am attaching the completion certification for your reference.
I’m planning to take the Databricks Data Engineer Associate certification and wanted to check if there are any official discounts, student offers, or promotional coupons available to reduce the exam fee.As managing certification costs is important fo...
Hi Team,I have completed my both the modules in Data Analysts but still didn't receive the voucher. Can someone please help me in this? I am attaching the completion certification for your reference.
Hi Team, I have analysts set up in Databricks with the "Databricks SQL access" entitlement who are no longer able to create a new Dashboard on their own and just getting a blank page when they try. The API response to their create dashboard request i...
Hello, Thank you both for your responses. @Ashwin_DSA, I had an analyst test again and they were able to create a dashboard; looks like the hotfix worked. Thank you for your team's prompt attention to this matter. Sincerely, Matthew
Environment:Bundle engine: directResource type: Volume (Unity Catalog)Problem:I'm trying to use the lifecycle field with prevent_destroy: true on a Unity Catalog volume resource in my Declarative Automation Bundle (DAB). the validation fails with:Err...
Hi, The configuration is valid and the CLI version supports the lifecycle field. However, the error is most likely coming from outdated Databricks Python packages in your virtual environment at /home/animesh/datazone/.venv/. CLI uses the packages fro...
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...
Hi @cert-ops and @Cert-Team,My exam was automatically suspended on July 10, 2026, before I was even able to start the assessment.I have already raised a support request with the Databricks Training team: #00961665. I kindly request a prompt review of...
Hey Community! Join us for a free, Community-Sponsored BrickTalk where Databricks experts will break down exactly how to give your conversational agents true spatial awareness. BrickTalks is a community event series where Databricks experts share rea...
Hey Databricks Community!If anyone missed yesterday's awesome BrickTalk session, you can watch it here.
Hi, I took my databricks data engineer associate exam on 2nd july 2026, and received the mail for exam completion. In the mail it was written that I will receive the certificate on mail within 24-28 hours. But I have not received the certificate and ...
Learn to give conversational agents true (Geo)spatial awareness with @smthumala and @jwhiteley
Hi @cert-tI would appreciate your assistance regarding my Databricks certification exam, which was automatically suspended before the exam even started.I have already raised a support ticket (Request ID: #00959023) but have not yet received any respo...
Hello @mayur8katariy4 ,Thank you for filing a ticket with our support team, Support team will respond shortly. Please note that we cannot provide support or handle exam suspensions via community. Thanks & Regards,@cert-ops
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Getting a model behind a REST endpoint is the easy part; however keeping it fast, affordable, and stable once production traffic shows up is where teams spend their real time. Databricks Model Serving...
Introduction For enterprise groups deploying Azure Databricks, the Azure Tenant — Databricks Account relationship is a foundational architectural decision. It shapes data isolation between subsidiarie...
Summary In production machine learning systems (like real-time recommenders or fraud detection), models operate under a strict latency budget (typically milliseconds end-to-end). Within this window, t...
Lakeflow Spark Declarative Pipelines (SDP) has long supported two ways to maintain a table: a streaming flow for incremental ingestion and a materialized view for a fully derived result that is always...
