CLEAN ROOMS

Privacy-centric collaboration for data, analytics and AI

Analyze shared data from multiple parties without providing direct access to the raw data.

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benefits

Built by privacy experts for secure data collaboration

Databricks Clean Rooms adapts to your privacy needs, letting you focus on deriving actionable insights.

Any cloud, any platform

Collaborate across clouds, regions and data platforms without requiring data movement. Powered by Delta Sharing, data stays in place, reducing the security risks, costs and complexity associated with data transfer.

Any language, any workload

Go beyond traditional solutions that limit you to SQL queries on tabular data. Conduct advanced analyses and ML using SQL, Python, R, Scala or Java. And enable sophisticated data exploration and modeling by sharing private libraries with IP-sensitive code.

Any scale, any level of trust

Easily scale to complex workloads with API support and built-in orchestration. Access results directly in Databricks Notebooks or Unity Catalog. Collaborate with multiple parties requiring varying levels of data access and privacy controls.

Features

Built with flexibility

Flexibility without limits: collaborate, analyze and secure data your way.

Collaborate with data stored in a Databricks or non-Databricks location without needing to copy or move the data into Databricks.

More about Lakehouse Federation

Securely share intellectual property–sensitive code while maintaining privacy. Keep proprietary algorithms or processing logic protected.

More about private libraries

This image portrays feeding your proprietary algorithms and logic into a secure environment. Your algorithms and logic are never exposed. Code runs in isolated environment to Databricks clean rooms notebooks. For advanced insights from joint workloads. Centralized, secure environment for computations. Then the outputs are shared securely. Approved queries and outputs, raw data, visuals, aggregated data. Only approved results are shared.

Work with up to 9 other collaborators at a time. They can be on different clouds, in different regions or on different data platforms.

Have full control over queries and jobs that can be executed on your data. Enable fine-grained access controls on the data with Unity Catalog.

More about Unity Catalog

Databricks clean rooms, Delta sharing, unity catalog, delta lake, iceberg, parquet. Data, Models, Notebooks, Solutions.

More features

Run notebooks

Process data efficiently while maintaining data privacy and security. Only execute the approved code.

More about notebooks

Output integration

Easily access the outputs from your Clean Rooms in notebooks or in your Unity Catalog so you can use this for other workloads.

More about output tables

API automation

Automate data ingestion and processing tasks. Use APIs to schedule data updates or trigger specific data transformations.

More about APIs

Workflows integration

Automate the sequence of data processing tasks for Clean Rooms. Set up workflows to automatically run specific SQL queries after new data is ingested.

More about jobs