- 47 Views
- 1 replies
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Genie agents and Unity Catalog wikis: what I tested, and what to use instead
I tested whether a Genie agent picks up a business rule from a Unity Catalog wiki (Beta). Short answer: not today. A Genie agent works from the data, the table and column comments, and the context you configure in the agent. Here's the test and what ...
- 47 Views
- 1 replies
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Really useful test, especially the revenue example. It highlights an important gap between documenting business rules and making sure Genie actually follows them. I agree that metric views are a much better approach for defining reusable business log...
- 0 kudos
- 40 Views
- 0 replies
- 0 kudos
Unity Catalog secrets: what each grant does, and the schema-level READ SECRET that fails
I tested Unity Catalog secrets in my own Azure Databricks sandbox (serverless, environment version 6) to see what each privilege actually lets a service principal do. Most of it matches the docs. One thing doesn't: READ SECRET can't be granted on a s...
- 40 Views
- 0 replies
- 0 kudos
- 81 Views
- 0 replies
- 0 kudos
Solution Accelerator Series | Predict Patient Disease Risk & Measure Quality
Predicting patient disease risk and measuring quality of care are important to precision health. This Solution Accelerator demonstrates a machine learning workflow using healthcare data to identify clinical and demographic factors associated with dis...
- 81 Views
- 0 replies
- 0 kudos
- 134 Views
- 0 replies
- 0 kudos
Governing External LLMs with Databricks Unity AI Gateway
Hi community Calling an LLM is the easy part. Knowing who can call which model, what gets sent and how much each team consumes is where it gets hard. I wrote an article on how Unity AI Gateway helps govern external LLMs by bringing them into Unity Ca...
- 134 Views
- 0 replies
- 0 kudos
- 268 Views
- 1 replies
- 1 kudos
Resolved! Genie Ontology: Build Business Context for AI
Hi everyone!I recently published the first part of a blog series about Genie Ontology, and I wanted to share it with the community.The idea came from a project where I had to build the business context layer for Genie. While testing, I noticed that m...
- 268 Views
- 1 replies
- 1 kudos
- 1 kudos
Part 2 is now live! the second part is a practical walkthrough on how to create metric views, pages, domains, tags, etc. link: https://www.sunnydata.ai/blog/genie-ontology-practical-walkthrough-databricks
- 1 kudos
- 136 Views
- 0 replies
- 1 kudos
One Bundle, Three Environments: CICD for Databricks with Declarative Automation Bundles
DevOps · CICD · Deploy the same definition to dev, staging and prod, and never edit a job in the UI againBy @SrinuB in collaboration with @sridharplv Somebody "just fixed" a production job in the UI on Friday evening. By Monday it no longer matches ...
- 136 Views
- 0 replies
- 1 kudos
- 4210 Views
- 1 replies
- 1 kudos
Resolved! How to actually get job_id and run_id in a Databricks Python wheel task (Avoid Hallucinations)
We needed job_id and run_id in a custom metrics Delta table so we could join to `system.lakeflow.job_run_timeline`. Tried four approaches before finding the one that works on serverless compute.What doesn't workspark.conf.get("spark.databricks.job.id...
- 4210 Views
- 1 replies
- 1 kudos
- 1 kudos
If some one just looking for solution, here you goJob-level parameters with dynamic value references, piped into task named_parameters:parameters: - name: job_id default: "{{job.id}}" - name: run_id default: "{{job.run_id}}" tasks: - python_wheel_ta...
- 1 kudos
- 1817 Views
- 7 replies
- 7 kudos
5 Minute Features - a new video series
I have spent the past couple of months building up a small hobby YouTube project where I run through Databricks Features in an easy to digest format.I am for a very hands-on and demo heavy approach so you can actually see what is going on, and how th...
- 1817 Views
- 7 replies
- 7 kudos
- 7 kudos
Great idea, Kris! Short, demo-heavy videos are the best way to learn Databricks features. Seeing the clicks is so much easier than reading the docs.A few topic ideas:Unity Catalog permissions in practice (grants, row filters, column masks)Lakeflow / ...
- 7 kudos
- 29 Views
- 0 replies
- 0 kudos
What It Takes to Read Lakeflow Pipeline Tables from Snowflake: A Unity Catalog Walkthrough
A Lakeflow pipeline builds your tables, Unity Catalog governs them, and then another team needs to query them from Snowflake. You can copy the data across, or you can let Snowflake read the pipeline's output in place, as Apache Iceberg, through Unity...
- 29 Views
- 0 replies
- 0 kudos
- 247 Views
- 0 replies
- 0 kudos
Gatehouse: check every LLM prompt with GovTech LionGuard, served on Databricks
Before a government agency puts an AI agent in front of the public, one question always comes first: is it safe? Gatehouse is my answer to one part of that question. It serves GovTech Singapore's LionGuard safety model inside a Databricks workspace, ...
- 247 Views
- 0 replies
- 0 kudos
- 230 Views
- 0 replies
- 1 kudos
Giving AI the Meaning of Your Business: Genie Ontology, Metric Views and Governed Context
By @SrinuB in collaboration with @sridharplv Analytics · Governance · Any Team Putting Natural-Language Analytics in Front of Business Users — Define the Business Once, Let Genie Use It EverywhereAsk three people in a business "how many active custo...
- 230 Views
- 0 replies
- 1 kudos
- 12759 Views
- 5 replies
- 7 kudos
Metric Views in Databricks: A Unified Approach to Business Metrics
Databricks has introduced a powerful feature—Metric Views—that transforms how organizations define, manage, and consume business metrics. Whether you're a data analyst, engineer, or business stakeholder, Metric Views offer a unified, governed, and re...
- 12759 Views
- 5 replies
- 7 kudos
- 7 kudos
@BijuThottathil : I don't have a workaround for you, but wanted to let you know that you can vote here https://community.fabric.microsoft.com/t5/Fabric-Ideas/Enable-native-Power-BI-integration-with-Databricks-Metric-View/idi-p/4823684Hopefully, Micro...
- 7 kudos
- 218 Views
- 0 replies
- 0 kudos
Power BI on Metric Views: why the totals go wrong, and a live connection that fixes them
Metric Views let you define a metric once in Unity Catalog. SQL, notebooks, AI/BI dashboards and Genie then use that one definition. Many teams on Databricks still report in Power BI, though, and since April 2026 Power BI has had no proper way to use...
- 218 Views
- 0 replies
- 0 kudos
- 148 Views
- 0 replies
- 0 kudos
Zerobus Ingest hands-on: Postgres CDC to Delta with Debezium Server, no Kafka
I wrote a full lesson on Zerobus Ingest (in Portuguese) and recorded the whole demo. This is the short version for the community.What Zerobus Ingest is:A push-based streaming API, part of Lakeflow Connect, that writes records straight into Unity Cata...
- 148 Views
- 0 replies
- 0 kudos
- 207 Views
- 0 replies
- 0 kudos
Gating DEEP CLONE backups: what saved time, what didn’t, and the bug that almost slipped by
I’ve spent a good part of this year on Unity Catalog backups at scale: thousands of Delta tables, nightly DEEP CLONE into a separate backup catalog, and a backup window that kept getting longer. The obvious fix was “only clone tables that actually ch...
- 207 Views
- 0 replies
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