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UNITY CATALOG SEMANTICS

Open and adaptive context for agents, apps and BI

Centralize business definitions you can trust across all your tools and use cases.
Data platform UI showing tables, charts & AI.

TOP TEAMS RELY ON UNIFIED SEMANTICS

BENEFITS

Reduce AI hallucinations with authoritative semantics

Authoritative business context from user-defined semantics and automatically learned knowledge, giving agents, apps and BI one trusted source.

Build certified business concepts from any data source

Create certified business concepts and KPIs from any data source: databases, catalogs, business apps and workspace assets like notebooks, dashboards, files and models. Organized by business domains and built on your existing governance policies.

Semantics that learn continuously from usage signals

Power AI agents and humans with an adaptive semantic layer that learns from user interactions, usage signals, lineage and existing knowledge sources. Keep your semantics up to date without any upfront manual modeling for accurate answers.

Open, reusable semantics via SQL, API and MCP

Access and share your business semantics across tools and use cases. With SQL, API and MCP-addressable semantics, you can easily reuse them with your favorite BI tools, notebooks and AI agents, all without vendor lock-in.

FEATURES

Centralize definitions with Unity Catalog Semantics

Bring centralized semantics into every decision.

Power agents, apps, and BI with enterprise context built from user-defined semantics in Unity Catalog and automatically learned knowledge from disparate sources.

Genie Ontology & Unity Catalog semantic layer diagram
USE CASES

Unity Catalog Semantics use cases for BI and agents

usecase uc business semantics 1

Governed metrics for trusted dashboards and notebooks

Empower BI tools, such as AI/BI Dashboards or external BI tools, and exploratory data analysis with governed metrics and definitions so every chart, dashboard and notebook reflects a trusted source of truth.

RELATED PRODUCTS

Related products: Unity Catalog, AI/BI and Genie

Explore products that extend the power of Unity Catalog Semantics across BI and AI.

Unity Catalog

The industry’s only unified and open governance solution for data and AI, built into the Databricks Data + AI Platform.

AI/BI

An AI-assisted business intelligence solution, built into the Databricks Data + AI Platform, to quickly create analytical datasets, interactive dashboards and data visualizations for your business teams.

Genie Code

Analyze, build and optimize with autonomous AI that understands your data.

Genie One

A data-smart agentic coworker for business users to ask questions, get insights and take action right in their workflows.

Explore Unity Catalog Semantics docs and training

Unity Catalog Semantics FAQ

Unity Catalog Semantics is a native semantic layer in the Databricks Data + AI Platform that centralizes business definitions — such as data modeling, relationships, business metrics, dimensions, synonyms and formatting — so they can be consistently applied across BI dashboards, notebooks and AI agents. It ensures every user, whether technical or business, gets the same trusted answers.

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