VIRTUAL TRAINING Time: AMER Aug 19 – Aug 20, 2026 | 9:00 AM PT / 12:00 PM ET Register for the Workshop Note: Marking RSVP on this Community event does not register you for the workshop. Please use the Register button above to complete your registr...
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2 weeks ago
Congratulations to all members who have received the new Databricks Partner badge! Your badge recognizes your affiliation with the Databricks Partner ecosystem and helps community members quickly identify trusted partner professionals across discuss...
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a week ago
WEBINARTime:AMER - Aug 13, 10:00 AM PT / 1:00 PM ETEMEA - Aug 13, 9:00 AM GMT / 10:00 AM BST / 11:00 AM CESTAPAC - Aug 13, 9:30 AM IST / 12 PM SGT / 1PM JST/KST / 2 PM AEST (Japanese and Korean captions available) Register for the Workshop Note: M...
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2 weeks ago
New in Community Say hello to the Genie Hub Your questions about Databricks Genie, answered by the people actually building with it. Ask the community anything about Genie… Ask → Genie runs on plain-language conversation - you ask, it answers f...
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3 weeks ago
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,...
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07-07-2026
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...
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4 weeks ago
In programmatic advertising, the value of an impression depends on whether an ad is viewed by a user. The Real-Time Bidding Optimization Solution Accelerator shows how to predict ad viewability and use those insights to optimize bidding strategies, m...
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Tuesday
The Weekly Digest • July 20 – August 2 Community Pulse From technical deep-dives to trending discussions – your community digest is here. OUR STANDOUT COMMUNITY STARS Celebrating the members who made a difference this period : @balajij8 @bin...
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Tuesday
Community Activity
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Getting on-premises SQL Server data into Databricks: the networking is the hard part
Most of the guidance on getting SQL Server data into Databricks quietly assumes the SQL Server is already in Azure. If it is, the managed connector story is easy. But on a lot of real projects the database is sitting on-premises, in a data centre tha...
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- 74 Views
- 3 replies
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Feedback on Deploy Workloads with Lakeflow Jobs SPL
Hi,I cannot find a feedback option in the course itself so I'll share here;Section: Creating and Scheduling JobsThis section confuses the parameter hierarchy which is not good as understanding the parameter hierarchy is crucial for effective job desi...
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- 3 replies
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Latest Reply
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The detail section fails to include Table Update as a trigger type
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- 33 Views
- 0 replies
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[Email: medoccstore@gmail.com] Bu.y nembutal online UK
[Email: medoccstore@gmail.com] how to bu.y nembutal online UK, EUROPE ?
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- 38 Views
- 0 replies
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[Email: medoccstore@gmail.com] bu.y nembutal online USA
[Email: medoccstore@gmail.com] Legit vendor if you bu.y nembutal online USA
- 38 Views
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- 64 Views
- 0 replies
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Is it safe to expose JWT in Databricks Job?
There is an usecase where I want to verify/extract the job caller identity in the job runtime of databricks. The job run_as and creator parameter seems to be fixed at the job configuration and doesn't reflect/update who actually triggered a job run.A...
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- 82 Views
- 1 replies
- 1 kudos
Databricks Knowledge Assistant
Hi All,I've been exploring Knowledge Assistant and trying to understand how it works under the hood. I noticed it's built on the Instructed Retriever architecture, and I recently came across an update called Instructed-Retriever-1, which is supposed ...
- 82 Views
- 1 replies
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Latest Reply
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Yes this is very much implemented, however I haven't tested it much as much I have tested in Grafana's Assistant. The new feature Instructed-Retriever-1 is now conveniently called as Knowledge Assistant. How is Instructed-Retriever different from the...
- 1 kudos
- 198 Views
- 1 replies
- 1 kudos
Unity Catalog in Microsoft Azure Government
I found this article from 2025 talking about it being in the works: https://www.databricks.com/blog/databricks-partners-microsoft-bring-our-data-intelligence-platform-azure-governmentDoes anyone know if it is yet available in MAG?
- 198 Views
- 1 replies
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Latest Reply
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Currently according to the Microsoft's documentation Azure Databricks supports dedicated government regions such as usgovaz and usgovva.Azure Government hosts several government workloads with tight-knit security protocols and network groups. One int...
- 1 kudos
- 309 Views
- 2 replies
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Resolved! Support Multiple Tasks DAG Inside a `for_each_task` Iteration
Databricks Jobs `for_each_task` accepts exactly one nested task. For workloads that run the *samemulti-step pipeline over many datasets* — a very common metadata-driven pattern — this forces achoice between two architectures, each of which gives up s...
- 309 Views
- 2 replies
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Latest Reply
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Hey droid,First — your analysis is correct and still current. I re-checked the docs: a ForEach task takes exactly one nested task (you can't even nest another ForEach), and the dependency scope sits at the ForEach level, so you can't fan out a hetero...
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- 77 Views
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From Agent-ready to Audit-ready: The Evidence Layer of AI Governance
There's a lot of talk about "agent-ready data governance" right now, and the mechanics are well covered on this board: service principals per agent, Unity Catalog grants, AI Gateway guardrails, MCP tools as securables. The layer that sits on top of a...
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- 86 Views
- 0 replies
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Monorepo vs Multi-repo for Databricks Asset Bundles: A Decision Framework
When teams scale their Databricks Asset Bundles (DABs) adoption, one of the first infrastructure questions that comes up is: should we keep all our bundles in a single monorepo, or split them across dedicated repos per domain? Having run both models ...
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- 4390 Views
- 4 replies
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Asset Bundles: Shared libraries and notebooks in monorepo multi-bundle setup
I am part of a small team of Data Engineers which started using Databricks Asset Bundles one year ago. Our code base consists of typical ETL-workloads written primarily in Jupyter notebooks (.ipynb), and jobs (.yaml) with our codebase spanning across...
- 4390 Views
- 4 replies
- 3 kudos
Latest Reply
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Your proposed structure is sensible — it is the standard pattern for large-team monorepo setups with Databricks Asset Bundles. Here is a more complete answer to both questions you raised.1. Shared Python libraries: build a wheel, wire it as a bundle ...
- 3 kudos
- 757 Views
- 1 replies
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The Open-Weight Revolution: A Game Changer for Our LLM Cost Optimization Odyssey
How We Got HereWe started looking at the GLM-5.2 topic after Databricks released their benchmark comparing GLM-5.2 on PI against other models on other coding agents. What really attracted us was how far the gap has closed between open-weight models a...
- 757 Views
- 1 replies
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Latest Reply
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Great analysis — this mirrors almost exactly what we've been studying in production at a regulated financial institution in Southeast Asia (banking sector).The "token price is a poor indicator of actual costs" point is the core insight most teams mis...
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- 465 Views
- 3 replies
- 2 kudos
Enterprise Unity Catalog RBAC model in Databricks
I'm designing an enterprise Unity Catalog RBAC model in Databricks and would like feedback on whether this follows best practices.My current design is:A single Service Principal is used by Terraform to provision all Unity Catalog objects.The Service ...
- 465 Views
- 3 replies
- 2 kudos
Latest Reply
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I agree with Lu, this is a solid enterprise baseline and the two replies above cover the design mechanics well. One thing worth adding from running this pattern at scale is the evidence layer: a single Terraform SP with ownership transfer is clean to...
- 2 kudos
- 435 Views
- 2 replies
- 2 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 ...
- 435 Views
- 2 replies
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Latest Reply
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Great thread and iyashk-DB's breakdown is solid on the mechanics. One thing worth adding from running this in production at enterprise scale, the piece most teams miss (myself included, first time round) is the evidence layer, agent-ready governance ...
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