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...
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Monday
Grow Your Skills and Earn Rewards! Mark your calendar: June 15 – July 6, 2026 Join us for a three-week event dedicated to learning, upskilling, and advancing your career in data engineering, analytics, machine learning, and generative AI. Whethe...
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- 390 replies
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05-14-2026
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...
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- 0 replies
- 1 kudos
2 weeks ago
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...
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- 5 replies
- 5 kudos
Friday
Advances in deep learning have made computer vision a practical approach for product quality inspection. The Product Quality Inspection Solution Accelerator shows how organizations can implement an end-to-end computer vision pipeline, build and train...
- 134 Views
- 0 replies
- 1 kudos
Tuesday
The Weekly Digest • June 22 – June 28 Community Pulse The SUMMIT ended. The CONTENT didn't. Your weekly roundup is here. This Week's Community Stars The members who showed up and made a difference this week: @balajij8 @Yogasathyandrun @Sumit...
- 124 Views
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- 2 kudos
yesterday
Community Activity
- 35 Views
- 3 replies
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AI Search Endpoint Quota in Azure
I have seen the common responses to most in this thread, so I will get ahead of it by saying that our workspace is not a trial, but a premium workspace in Azure. I am a global admin in the workspace as well. It seems like a lot of the AI settings g...
- 35 Views
- 3 replies
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Latest Reply
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You can open a support ticket in the Azure end with Databricks workspace resource, Search Index & other issue details.
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- 19 Views
- 1 replies
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Zerobus ingestion fails in Databricks Free Edition using Service Principal OAuth
Hi everyone!.I developed a Python producer that sends asynchronous dummy messages to Zerobus. I tested it in the Databricks workspace I use at work, and everything worked as expected. The messages were successfully ingested, and I was able to verify ...
- 19 Views
- 1 replies
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Latest Reply
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Free Edition has several administrative restrictions as it's not for commercial use.Authentication is limited to Email OTP, Google/Microsoft SignNo access to the account console or account-level APIsNo SSO or SCIM supportService Principals with OAuth...
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- 55 Views
- 2 replies
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Resolved! NOT NULL constraint violated for column during OPTIMIZE
We're running an optimize on a delta table with a VARIANT column that has a NOT NULL constraint.Now, there are no NULL entries in this column. And yet, OPTIMIZE gives this error:[DELTA_NOT_NULL_CONSTRAINT_VIOLATED] NOT NULL constraint violated for co...
- 55 Views
- 2 replies
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Latest Reply
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So funny story on this: the column in question does not match on "col is null", but it does match on "col::string is null".Perhaps because in the Parquet-file which corresponds to the rows that have the problem, that column is entirely missing.Still,...
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- 11447 Views
- 5 replies
- 8 kudos
Frequently Asked Questions on Voucher - Have questions related to vouchers? Refer to the following FAQs for more information. Can the original expirat...
Frequently Asked Questions on Voucher - Have questions related to vouchers? Refer to the following FAQs for more information.Can the original expiration date of the Databricks voucher I received be changed or extended?Unfortunately, this is not possi...
- 11447 Views
- 5 replies
- 8 kudos
Latest Reply
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I am booked a slot today IST 9.30pm to 11.30pm, its about Get Started with Databricks for Data Engineering | Class 69412 | America/Los_Angeles | Jul 2-Jul 2 | Public, Is this One to One session webinar? can someone help me to understand ?
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- 40 Views
- 1 replies
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DBR 17.3 – sporadic import failures from bundle
Hi all,Since two days ago we've been getting sporadic Python import failures on DBR 17.3, with no change on our side. The errors are either "cannot import name ..." or "no module named ...", and they come and go: the same code fails on one run and pa...
- 40 Views
- 1 replies
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Latest Reply
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Hi, a few Databricks-specific things to check here. "From bundle" plus imports that come and go on the same runtime usually points at how the wheel gets packaged and installed across runs rather than at your code. On the runtime itself: DBR 17.3 is a...
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- 116 Views
- 1 replies
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Urgent: Installing Lakebridge on Databricks
Hi,I want to install Databricks Lakebridge on my Databricks environment and use the analyze and transpile commands through a python script.The usecase is that we need to create an automated pipeline that will migrate the existing scripts from snowfla...
- 116 Views
- 1 replies
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Latest Reply
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Thanks for the detailed write-up. Short answer: your workflow is possible, but installing/running Lakebridge from a Databricks serverless web terminal is not the recommended path today. The error you’re seeing happens because Lakebridge installation ...
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- 45 Views
- 2 replies
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Shipping Unity AI Gateway OTel to other collectors
We've enabled Open Telemetry logs in our Unity AI Gateway and have them shipped to Unity Catalog tables, but I am curious if we can configure the gateway to ship OTel to any other collector? I could swear at one time I saw documentation for that but...
- 45 Views
- 2 replies
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Latest Reply
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Thanks for raising this. Based on the current public documentation, Unity AI Gateway’s documented OpenTelemetry path for coding-agent telemetry is to Databricks-managed Unity Catalog Delta tables, rather than to an arbitrary external OTel collector. ...
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- 30 Views
- 0 replies
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Databricks AI Model Serving in production: scaling, cost, and latency lessons
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 (formerly called Mosaic AI Model Serving) is a se...
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- 0 replies
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- 64344 Views
- 10 replies
- 23 kudos
Getting Started with Databricks - Building a Forecasting Model on Databricks
Building a Forecasting Model on Databricks: A Step-by-Step Guide This guide offers a detailed, step-by-step approach for building a forecasting model on Databricks. By leveraging the power of Databricks, you will unlock new potentials in your data w...
- 64344 Views
- 10 replies
- 23 kudos
Latest Reply
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Very helpful, thanks for the detailed explanation. I'll give it a try and compare the serverless AutoML approach with custom notebooks.
- 23 kudos
- 83 Views
- 1 replies
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Resolved! Lakebase CDF databricks error synced
Hello,I have defined Lakebase Change Data Feed (CDF) in order to sync some lakebase native tables into my catalog.schema, i can see that the tables are created with a naming convention like this: lb_*_history.sometimes the status is persisting in sna...
- 83 Views
- 1 replies
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Latest Reply
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Thanks for sharing the screenshots. Assuming this is Lakebase Change Data Feed (formerly Lakehouse Sync) from Lakebase Postgres into Unity Catalog lb_*_history tables, this does not look like expected steady-state behavior. A few things stand out: O...
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- 2970 Views
- 13 replies
- 6 kudos
Resolved! SCORM problem
I’m taking a course on the Databricks Academy, and the SCORM parts that are text-based don’t get completed. I read all the content until the end, but the lesson stays “in progress,” and because of that I can’t complete the course
- 2970 Views
- 13 replies
- 6 kudos
- 76 Views
- 0 replies
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Announcement | What’s new in Databricks Platform security and compliance at Data + AI Summit 2026
Databricks has shared new platform security and compliance updates at Data + AI Summit 2026 to help organizations scale Genie, serverless, Lakebase, and AI workloads with stronger identity controls, private connectivity, and broader compliance covera...
- 76 Views
- 0 replies
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- 41 Views
- 1 replies
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Guidance Needed on Publishing a Databricks App to the Databricks Marketplace
Hi everyone,We are a Databricks Partner now and Salesforce Partner with over 15 years of experience. We have developed a Databricks App using Free Edition and seek for publication of our App on the Databricks Marketplace. We would appreciate guidance...
- 41 Views
- 1 replies
- 0 kudos
Latest Reply
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Hi @pragya17s, I have just responded to your other post asking the same question. If you want to publish through Databricks Marketplace, you should plan around a paid Databricks environment rather than Free Edition. The Marketplace provider requireme...
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- 59 Views
- 1 replies
- 0 kudos
Guidance Needed on Publishing a Databricks App to the Databricks Marketplace
Hi everyone,We are a Databricks Partner now and Salesforce Partner with over 15 years of experience. We have developed a Databricks App using Free Edition and seek for publication of our App on the Databricks Marketplace. We would appreciate guidance...
- 59 Views
- 1 replies
- 0 kudos
Latest Reply
- 0 kudos
Hi @pragya17s, If you want to publish through Databricks Marketplace, you should plan around a paid Databricks environment rather than Free Edition. The Marketplace provider requirements call for a Databricks account on Premium plan or above plus a U...
- 0 kudos
- 58 Views
- 1 replies
- 0 kudos
Auto Loader duplicate tracking
Hi experts, I read an article about auto loader duplicates handling that got me bit confused. It is checkpoint that tracks what is being processed , and upon confirmation it process only the new incoming records. But, let's say I am reloading whole b...
- 58 Views
- 1 replies
- 0 kudos
Latest Reply
- 0 kudos
Hi, Auto Loader's tracking is at the file level, not the record level, and that distinction is exactly what's tripping you up here. The checkpoint keeps a RocksDB-backed record of every file it has already discovered and ingested, keyed by things lik...
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Latest from our Blog
Databricks AI Model Serving in production: scaling, cost, and latency lessons
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...
One Tenant, Multiple Subsidiaries: Account and Tenant Architecture for Azure Databricks
Introduction For enterprise groups deploying Azure Databricks, the Azure Tenant — Databricks Account relationship is a foundational architectural decision. It shapes data isolation between subsidiarie...
Features in Motion: Three Patterns for Real-Time ML in Databricks Lakebase
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...
Incremental REPLACE WHERE Flows Brings Targeted Refreshes to SDP and DBSQL
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...
