- 719 Views
- 1 replies
- 3 kudos
Multi-fact Star Schema patterns in Databricks
If you have been brought up in the Microsoft stack, post MDX, you have most likely been taught the Kimball way of modelling your data: A Star SchemaIf you are coming from the Power BI world, you have most likely come across the term Semantic Models, ...
- 719 Views
- 1 replies
- 3 kudos
- 3 kudos
Thanks you for the summary @KrisJohannesen. It's great to know what is possible, but it all still feels like a workaround. I really hope that Chao Cai's response means that we will real have multi-fact support in metric views.
- 3 kudos
- 2878 Views
- 6 replies
- 6 kudos
Metric Views with Power BI and Tabular Editor (Part 3 of 3)
This is part 3 of 3 in a series where I take you through working with Metric Views.Part 1: Introduction to Metric ViewsPart 2: Metric Views and the Databricks platform (AI/BI Dashboards, Genie, etc.)Part 3: Metric Views with Power BI and Tabular Edit...
- 2878 Views
- 6 replies
- 6 kudos
- 6 kudos
Finally someone touching this important topic - I see great interest in migrating semantic layer from power bi to databricks, but lack of true multi-fact support is a major blocker in my opinion and therefore I'm cooling down the enthusiasm ;-). @Kri...
- 6 kudos
- 5803 Views
- 2 replies
- 5 kudos
I Took the Databricks Context Engineer Associate Beta Exam. Here Is How I Would Prepare.
The new Databricks Certified Context Engineer Associate beta exam is not a typical certification exam.I took it during Data + AI Summit 2026, and my first reaction was simple: this is a serious exam.I have completed seven Databricks certifications so...
- 5803 Views
- 2 replies
- 5 kudos
- 5 kudos
Thanks for the expert compilation.
- 5 kudos
- 230 Views
- 0 replies
- 0 kudos
Learning Series | SQL Programming and Procedural Logic
Databricks Academy offers the free SQL Programming and Procedural Logic course to help data warehousing practitioners build more modular and maintainable SQL workflows on the Databricks Data Intelligence Platform. It covers reusable SQL constructs, p...
- 230 Views
- 0 replies
- 0 kudos
- 676 Views
- 1 replies
- 2 kudos
New Dashboard for monitoring Genie Usage and Costs
Sharing my new dashboard for tracking Genie usage and costs, any suggestions for improvements and features are welcome.The current version displays and aggregates Genie LLM costs, free & billable DBU consumptions, and code interactions per user on a ...
- 676 Views
- 1 replies
- 2 kudos
- 2 kudos
New functionality was added to the dashboard to account for the Genie Agents and Genie One promotion:Filters available across all pages:Workspace ID: Scope to one or more workspace(s)Date Range: Restrict the time window for daily and monthly chartsGe...
- 2 kudos
- 796 Views
- 0 replies
- 0 kudos
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...
- 796 Views
- 0 replies
- 0 kudos
- 492 Views
- 0 replies
- 0 kudos
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...
- 492 Views
- 0 replies
- 0 kudos
- 541 Views
- 0 replies
- 0 kudos
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 ...
- 541 Views
- 0 replies
- 0 kudos
- 2116 Views
- 1 replies
- 4 kudos
How to Optimize Your Content for GEO: Best Practices for Writing Discoverable Community Content
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...
- 2116 Views
- 1 replies
- 4 kudos
- 4 kudos
Thank you for sharing this practical guide, @Rishabh_Tiwari.I used these GEO best practices as the foundation for an open-source Agent Skill that helps writers apply the guidance while creating Databricks Community content.The skill can help users:• ...
- 4 kudos
- 241 Views
- 0 replies
- 0 kudos
Demystifying Databricks Full Text Search: It’s Not Vector Search (And That’s Okay!)
Vector search is everywhere right now, but is it always the right tool for the job? Actually, noIf you need to find a specific Trace ID or error code buried in 100 million log rows, you don't want an AI model guessing what's "conceptually similar." Y...
- 241 Views
- 0 replies
- 0 kudos
- 747 Views
- 1 replies
- 2 kudos
Resolved! Databricks Metric Views: Why Gold Tables Are No Longer the End of the Pipeline
In many data platforms, the problem is not that we do not have enough tables.Usually, we have too many.Bronze tables.Silver tables.Gold tables.Reporting views.Power BI calculations.Tableau logic.Excel extracts.Ad-hoc SQL.Notebook logic.After some tim...
- 747 Views
- 1 replies
- 2 kudos
- 2 kudos
The problem you're describing with metric definitions living in five different places is exactly what pushed us to add a Views layer on top of Gold in a recent SAP to Databricks migration.We had three Tableau workbooks calculating vendor aging. One u...
- 2 kudos
- 696 Views
- 0 replies
- 1 kudos
Solution Accelerator Series | Real-Time Bidding Optimization
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...
- 696 Views
- 0 replies
- 1 kudos
- 1662 Views
- 6 replies
- 6 kudos
Learning Series | AI/BI for Data Analysts
Databricks Academy offers the free AI/BI for Data Analysts course to help data analysts use AI/BI Dashboards and AI/BI Genie for business intelligence on the Databricks platform. It focuses on practical skills for designing dashboards, creating Genie...
- 1662 Views
- 6 replies
- 6 kudos
- 343 Views
- 0 replies
- 0 kudos
Hadoop to Databricks Migration - Mapping HDFS, Hive, and YARN
If you are early in a Hadoop to Databricks migration, the artifact worth building before any pilot is a function-by-function control map. For each capability the Hadoop estate currently provides, record three things: the control objective that must s...
- 343 Views
- 0 replies
- 0 kudos
- 8143 Views
- 4 replies
- 0 kudos
Error code 403 - Invalid access to Org
I am trying to make a GET /api/2.1/jobs/list call in a Notebook to get a list of all jobs in my workspace but am unable to do so due to a 403 "Invalid access to Org" error message. I am using a new PAT and the endpoint is correct. I also have workspa...
- 8143 Views
- 4 replies
- 0 kudos
- 0 kudos
I don't know if this issue has been resolved yet, but I found the solution. Even if your credentials have workspace admin access, you must check if the service principal you are using lacks workspace-level access permissions.
- 0 kudos
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