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Snowflake Introduces Intent-Driven Governance for AI-Native Data Protection

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Snowflake has launched a public preview of Intent-Driven Governance within Snowflake CoCo, an AI-native, collaborative workflow for protecting sensitive data at scale. This solution allows users to define data protection needs in plain English, automating classification, masking policy deployment, and drift monitoring, all with explicit human approvals. It addresses the complexities of regulatory compliance and mitigates risks from unintentional AI access, bridging collaboration gaps among data domain leads, governors, and platform administrators. The system employs a five-stage, iterative, and spec-driven process that ensures auditable and version-controlled policy enforcement.

  • →Intent-Driven Governance in Public Preview for Scalable Data Protection
  • →Iterative, Spec-Driven Governance Workflow
  • →Incorporating Organizational Context for Tailored Policies
  • →Enhanced Collaboration for Streamlined Governance Approvals
Features (4) ›
  • Intent-Driven Governance in Public Preview for Scalable Data Protection

    Snowflake introduces Intent-Driven Governance as a public preview within Snowflake CoCo, offering an AI-native workflow to protect sensitive data at scale. It enables users to define protection needs in plain English, automating data classification, masking policy deployment, and drift monitoring with explicit human approvals.

  • Iterative, Spec-Driven Governance Workflow

    The system utilizes a five-stage iterative process: Observe, Understand intent, Build the governance spec, Generate SQL, and Execute and verify. Each stage produces an artifact requiring explicit human approval, facilitating an auditable, version-controlled approach to policy enforcement.

  • Incorporating Organizational Context for Tailored Policies

    Intent-Driven Governance leverages Snowflake CoCo to integrate an organization's internal guidelines, policy documentation, or industry-specific compliance rules. This allows it to generate context-aware tags and policies that align with specific needs and enforce them effectively.

  • Enhanced Collaboration for Streamlined Governance Approvals

    The workflow is designed to improve collaboration among data domain leads, platform administrators, and other stakeholders, available across CoCo Desktop, CLI, and UI. It persists versioned artifacts and is role-aware, ensuring secure and coordinated operationalization of governance policies.

Read the original announcement →

https://www.snowflake.com/content/snowflake-site/global/en/blog/intent-driven-governance-sensitive-data-scale

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