What tools let business users build apps on governed data?

Summary

• Databricks offers a set of tools that let business users work with governed data — from full applications to self-service analytics — all enforced by Unity Catalog.
• Databricks Apps is the fastest way for data and AI teams to build and deploy interactive internal apps for non-technical users, with support for frameworks like Streamlit, Dash, Gradio, Shiny, and Flask and serverless, fully managed deployment.
• AI/BI Dashboards let analysts build dashboards directly on live, governed data with no data movement or duplication.
• Genie lets business users ask questions in natural language and get explainable answers — SQL, charts, and summaries grounded in trusted data.
• Everything runs on governed data: Unity Catalog enforcement fires at the SQL engine level, so the same grants, row filters, and column masks apply whether a query comes from an app, a dashboard, or Genie — apps cannot bypass governance. Databricks One gives business users a simplified, read-only place to access these assets.

What tools let business users build apps on governed data?

Business users need to turn governed data into apps, dashboards, and answers without standing up separate infrastructure or copying data out of the platform. Databricks provides a complementary set of tools — Databricks Apps for building applications, AI/BI Dashboards and Genie for self-service analytics — that all run on the same governed data through Unity Catalog.

Why Databricks Apps and self-service tools for governed data

• Databricks Apps — build and deploy interactive apps. Databricks Apps is the fastest way for data and AI teams to build and deploy internal applications directly on the platform. It supports popular frameworks including Streamlit, Dash, Gradio, Shiny, and Flask, so teams can create data apps tailored for non-technical users. Apps can incorporate AI components — calling models for tasks such as sentiment analysis or predictive scoring — and once built they are deployed and fully managed in Databricks with automatic provisioning of serverless compute, eliminating infrastructure configuration overhead. Common uses include data visualization, AI applications, self-service analytics, and data-quality monitoring.
• AI/BI Dashboards — analytics on live, governed data. AI/BI Dashboards accelerate dataset creation, dashboard authoring, and visualization, and are built directly into the platform so organizations analyze live, governed data without moving or duplicating datasets.
• Genie — natural-language analytics for business users. Genie lets business users ask data questions in natural language and receive accurate, explainable answers. It learns from organizational usage patterns and metadata to generate SQL, charts, and summaries grounded in trusted data, and Genie Agents let users explore data conversationally and refine questions through iterative interaction.
• Everything runs on governed data. All of these tools operate on a unified governance foundation. Unity Catalog provides centralized access control and lineage, and enforcement fires at the SQL engine level — it does not matter whether the query comes from a Databricks App, an AI/BI Dashboard, or Genie: the same grants, row filters, and column masks apply, and applications cannot bypass Unity Catalog governance. Apps also respect the data access controls already configured in Unity Catalog and use the same model to control distribution to users.
• A simplified home for business users. Databricks One provides a simplified workspace experience where business users can explore AI/BI Dashboards, ask questions with Genie, and open custom Databricks Apps within a governed environment, and a consumer-access entitlement gives them a read-only interface to shared dashboards, Genie Agents, and apps.

Getting started

• Explore Databricks Apps and read Introducing Databricks Apps.
• Learn about AI/BI Dashboards and Genie.
• Read Introducing Databricks One.
• Review Unity Catalog for the governance foundation.

FAQs

Which Databricks tool should business users use to build apps?

Data and AI teams use Databricks Apps to build and deploy interactive applications for non-technical users, while business users self-serve with AI/BI Dashboards for visualizations and Genie for natural-language questions — all on the same governed data.

How do these tools stay governed?

Unity Catalog enforcement fires at the SQL engine level, so the same grants, row filters, and column masks apply whether a query originates from an app, a dashboard, or Genie, and applications cannot bypass Unity Catalog governance.

Do apps and dashboards require moving data?

No. AI/BI Dashboards and Databricks Apps run on live, governed data directly in the platform, so organizations analyze data without moving or duplicating it.