Hey Community! Join us for a free Databricks Community sponsored BrickTalk on Thursday, July 30! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and AI, ...
- 398 Views
- 2 replies
- 4 kudos
Wednesday
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,...
- 686 Views
- 0 replies
- 3 kudos
2 weeks ago
Help Your Knowledge Reach More People Every Technical Blog, Community Article, MVP article, or answer you share can help someone beyond the Databricks Community. Small improvements in how you write can make your content easier to discover through C...
- 436 Views
- 0 replies
- 2 kudos
Wednesday
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...
- 643 Views
- 0 replies
- 1 kudos
a week ago
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...
- 389 Views
- 0 replies
- 4 kudos
a week ago
Product recommendations help guide customers through their shopping journey. The Building Common Sense Product Recommendations With LLMs Solution Accelerator shows how retailers can use LLMs to develop recommendations for new-to-market products by tu...
- 291 Views
- 0 replies
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Tuesday
The Weekly Digest • July 6 – July 12 Community Pulse From hot takes to resolved threads – here's everything you need to catch up. This Week's Community Stars The members who showed up and made a difference this week: @balajij8 @Sumit_7 + To...
- 315 Views
- 1 replies
- 3 kudos
Wednesday
Community Activity
- 17 Views
- 0 replies
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Stop Translating Alteryx Boxes - A Lakebridge-assisted, test-driven migration to Azure Databricks
Lakebridge can assess an Alteryx estate, but the current support matrix does not list Alteryx for automated conversion or direct reconciliation. A safe migration therefore combines Lakebridge assessment with deliberate redesign, native Databricks eng...
- 17 Views
- 0 replies
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- 49 Views
- 1 replies
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Unable to Login to Databricks free edition
Hello Databricks Community,I created a Databricks Free Edition account yesterday using srinathdev.21@gmail.com. I was able to log in and use the workspace successfully for several hours.Today, I am unable to log in. When I try to access my Free Editi...
- 49 Views
- 1 replies
- 0 kudos
Latest Reply
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Hi Srinath,Sorry you're locked out. That specific message — "Unable to signup… sign in here to access your existing accounts" — usually means your account already exists, so the site is bouncing you because it's treating this as a new sign‑up instead...
- 0 kudos
- 1260 Views
- 3 replies
- 2 kudos
Resolved! Genie Code CLI support
Hi team,Currently the genie code is available only in the workspace UI. Do we have CLI capabilities for the genie code ? Or is it expected to come in the near future ? Please let me know your thoughts on this. Also, currently we have CLI support for ...
- 1260 Views
- 3 replies
- 2 kudos
Latest Reply
- 2 kudos
Snowflake has released their Snowflake Code Assisst - CoCo as CLI. When will databricks release their Genie Code Assist as CLI? We know that Genie Spaces are available as CLI.
- 2 kudos
- 42 Views
- 0 replies
- 0 kudos
Support Case #00957926 - No response regarding certification profile transfer
Hello Databricks Team,I am requesting assistance regarding my Databricks Training Support case #00957926.I submitted a request to transfer my Databricks certification profile from my company email to my personal email because I will soon lose access ...
- 42 Views
- 0 replies
- 0 kudos
- 74 Views
- 1 replies
- 1 kudos
Resolved! Building Plug-ins for AI/BI Dashboard
I want to develop some plug-ins in Databricks to allow me build 3D charts and visualisations that I can use code stubs from external sources like ObservableHQ. The visualisations can be written in any framework or language, but I was looking for a wa...
- 74 Views
- 1 replies
- 1 kudos
Latest Reply
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My understanding is Databricks AI/BI dashboards are not really built like Grafana where you can install custom visualization plug-ins inside the dashboard itself. So if the requirement is true custom 3D charts using ObservableHQ / Three.js / custom J...
- 1 kudos
- 89 Views
- 2 replies
- 2 kudos
Databricks YAML files
when i change the yam file(not the resources one but can be any config yml) locally and then redeploy that bundle , the changes are not visible in the remote yml but other files(.py, .sql) do reflect these changes. FYI: during dev , i make changes in...
- 89 Views
- 2 replies
- 2 kudos
Latest Reply
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I think this is mostly expected behavior with Databricks Asset Bundles, not really a bug.In bundle deployment, the local bundle config is usually the source of truth. So when you change databricks.yml or any included YAML locally and run deploy, Data...
- 2 kudos
- 620 Views
- 1 replies
- 1 kudos
Validating pointer-based Delta comparison architecture using flatMapGroupsWithState in Structured St
Hi everyone,I’m leading an implementation where we’re comparing events from two real-time streams — a Source and a Target — in Databricks Structured Streaming (Scala).Our goal is to identify and emit “delta” differences between corresponding records ...
- 620 Views
- 1 replies
- 1 kudos
Latest Reply
- 1 kudos
The overall pattern is sound, but there are a few real production risks worth calling out. Delta point reads inside the state function are your biggest bottleneck. When flatMapGroupsWithState (or its replacement transformWithState) fetches a JSON fro...
- 1 kudos
- 137 Views
- 1 replies
- 0 kudos
DeltaFileStatistics on a nested column (`created date.shipment`) cause filtering issues
Environment- Databricks Runtime version: 17.3 LTS- Cloud: Azure- Catalog: Unity Catalog- Table format: DeltaSummaryWe have a Delta table named `shipment` with a column `created date.shipment` (a column whose name contains a dot). Delta collects delta...
- 137 Views
- 1 replies
- 0 kudos
Latest Reply
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This is a known class of issue, not user error. Delta Lake stores min/max/null-count statistics in JSON using dot notation to represent nested struct paths (e.g. address.city means the city field inside an address struct). When a flat column...
- 0 kudos
- 80 Views
- 0 replies
- 0 kudos
Databricks Generative AI Associate Certification
Hey Community,Excited to inform you that I have successfully cleared the Databricks Certified Generative AI Engineer Associate certification exam. Great experience in attempting the exam. The questions were very much based on real scenario of the cur...
- 80 Views
- 0 replies
- 0 kudos
- 122 Views
- 1 replies
- 0 kudos
Governance for vector search across multi domain unstructured data
What is the recommended governance strategy for Databricks Vector Search in an enterprise Unified Data Platform (UDP) where structured and unstructured data from multiple business domains (Sales, Marketing.) is ingested into a common analytics platfo...
- 122 Views
- 1 replies
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Latest Reply
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The short answer on index architecture: separate indexes per domain is usually the right call for an enterprise setup, not a single shared index with metadata filters. Here's why the "one index with filtering" approach is tempting but fragile. Vector...
- 0 kudos
- 160 Views
- 1 replies
- 0 kudos
What does "Agent-Ready Data Governance" actually mean in production?
Databricks introduced several governance capabilities for the agentic era, including Unity Catalog Business Semantics, AI Gateway, and agent-ready governance.My question is:In a large enterprise with 20+ business domains, how are you governing:Agent ...
- 160 Views
- 1 replies
- 0 kudos
Latest Reply
- 0 kudos
"Agent-ready data governance" is mostly marketing language for applying existing Unity Catalog primitives to AI workloads. The actual production mechanics are less novel than the branding suggests. Here's how each of your items maps to wha...
- 0 kudos
- 88 Views
- 0 replies
- 0 kudos
Second Databricks Data Engineer Associate Exam Suspension – Looking for Advice
@Cert-Team @Cert-TeamOPS My Databricks Data Engineer Associate exam was suspended for the second time while taking it online. During this attempt, I had reached approximately question 40 out of 55. The only warning I received from the proctor was tha...
- 88 Views
- 0 replies
- 0 kudos
- 314 Views
- 6 replies
- 4 kudos
Serverless egress - public internet access issues
I've just setup a new Databricks account on AWS with a workspace with "Serverless compute and default storage" and I am unable to access the public internet from notebooks and jobs for all but a handful of domains.A subset works fine, I've identified...
- 314 Views
- 6 replies
- 4 kudos
Latest Reply
- 4 kudos
Hi there, from your note and comments, I couldn't gather if you have tried standard compute. Did you experience the same issues with standard compute? With serverless, you might experience some snags since the infrastructure is owned by Databricks an...
- 4 kudos
- 462 Views
- 5 replies
- 0 kudos
Bundle Validation Error: Volume lifecycle Field Rejected Despite Being in Schema
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...
- 462 Views
- 5 replies
- 0 kudos
Latest Reply
- 0 kudos
@animeshjain What's happening is that two different components are checking your config, and they are at different versions.databricks bundle schema is generated from the CLI binary itself, and your CLI is latest enough enough to know about lifecycle...
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- 134 Views
- 1 replies
- 0 kudos
Run failed due to STORAGE_DOWNLOAD_FAILURE_SLOW → BOOTSTRAP_TIMEOUT
Hi there,We're recently being seeing issues with both classic all-purpose compute clusters (multi node specifically) and job clusters (also multi node) failing due to STORAGE_DOWNLOAD_FAILURE_SLOW → BOOTSTRAP_TIMEOUT.Our understanding is that this is...
- 134 Views
- 1 replies
- 0 kudos
Latest Reply
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We hit this exact failure mode a few months ago, so I can share how it played out for us and where I think your situation differs.Observations: Every cluster in one of our environments started failing with BOOTSTRAP_TIMEOUT. The instances themselves ...
- 0 kudos
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