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Data Use Governance

Deliver AI-ready data and increase the effectiveness of your data governance programs

Data Use Governance - Unmasked sensitive data screen
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Accelerate data use

Shorten approval cycles for data enablement with policies directly connected to native data controls in your data & AI systems.

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Enforce policies in real-time

Automate policy enforcement at machine speed, ensuring compliance without slowing down AI, analytics, and data initiatives.

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Ensure purpose-based policies

Use the purpose of data use as a consistent input for data governance policy application, starting at project initiation.

Remove data use bottlenecks created by manual data governance practices

Our Data Use Governance Solution is built for modern, AI-driven data environments. We designed the Solution to favor policy-centric over data-centric governance, programmatic over manual enforcement, and project-initiated over access-based data enablement. Scalable by design, it lays the foundation for efficient and reliable data governance across your organization.

Capture the context of your data for machine scalable decisions 

Use advanced, AI-driven data classification techniques on both structured and unstructured data sources to capture data context for both human and machine understanding of your data. Accurate classification enables machine enforceable data policies. OneTrust uniquely supports classification using four contexts — business, regulatory, consent, and data — ensuring data is used appropriately.

Interface that allows users to search their data catalog with a variety of filters.

Turn documented data policies into enforceable control code 

Combine your privacy, consent, and regulatory data policies in one place for streamlined policy enforcement. Manage data policies for the full lifecycle of data—from ingestion and usage to sharing—ensuring transparency and compliance throughout.

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Connect data policies directly to real-time data controls native to your modern data & AI systems 

Shift from policy attestation to proactive enforcement of data use with automated data controls. The OneTrust interface tracks the connection between policy documentation and control enforcement to minimize governance bottlenecks and provide transparency.

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Audit the application of column masking & row-filtering data controls 

Ensure accurate enforcement of your data policies by gaining visibility into where column masking and row-filtering policies have been applied in real-time. OneTrust pushes policy logic down through cloud data platforms like Snowflake or Databricks for native data control enforcement. This enables you to use your infrastructure provider’s audit logs to track the last mile execution of controls for compliance.

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BT logo

"With OneTrust, we’ve been able to simplify our compliance processes, save significant costs, and ultimately trust the data we’re seeing. This has been essential in helping us tell a better, more accurate compliance story to our board and executives.”

Janine McKelvey, Group Data Privacy & Ethics Officer, BT Group


Partnering with the best

Our Data Use Governance service partners and seamless technology partner integrations make it even easier for you to govern and use your data. 

Service partners: 

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KPMG logo
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Technology partners: 

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Microsoft Azure logo
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White Paper

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AI redefines the governance of data based on use

Download our whitepaper and learn how to scale data governance for AI-ready data with programmatic data policies, automated data controls, and embedded data policy enforcement.

May 08, 2025

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Blog

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Empower data governance teams with policy enforcement

OneTrust introduces its approach to delivering insights quickly while ensuring compliance

May 07, 2025 5 min read

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Webinar

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The new data landscape: Navigating the shift to AI-ready data

This webinar will explore the how AI is affecting the data landscape, focusing on how data teams can extend common data practices to support AI’s unique use of data.

November 12, 2024

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Ready to get started?

See how OneTrust Data Use Governance can help your organization use and govern your data.