# Data Governance

Agentic governance to automate trust in your data, and AI

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![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%271400%27%20height=%27600%27/%3e)![Data Governance](/images/data-governance/data-governance-header.svg)

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2744%27%20height=%2744%27/%3e)![Deliver Governance with Agility](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Deliver Governance with Agility](/images/data-governance/governance-agility.svg)

Deliver Governance with Agility

Agentic controls and workflows boost data team productivity

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2744%27%20height=%2744%27/%3e)![Transform Policy into Practice](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Transform Policy into Practice](/images/data-governance/governance-policy.svg)

Transform Policy into Practice

Connect data sources to business context, governance strategy to daily operations

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2744%27%20height=%2744%27/%3e)![Demonstrate Compliance Impact](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Demonstrate Compliance Impact](/images/data-governance/governance-imapct.svg)

Demonstrate Compliance Impact

Quantify your governance program’s value with executive-ready dashboards

## AI-Native Governance for Modern Data Teams

Intelligent automation to manage your data more easily

AI-Powered Data Classification

Tunable ML models and agents automatically tag PII and tier data across your catalog with no manual review needed at scale

Lineage Propagation

Automatically flow tags, descriptions, glossary terms, and ownership downstream through data lineage to maintain consistency

No-Code Metadata Automations

Bulk-apply owners, descriptions, tags, and tiers across filtered asset sets, and run on a schedule or trigger on change

Data Product Organization

Package and present data assets within domains, enabling teams to browse and consume data products across your data mesh

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27780%27%20height=%27480%27/%3e)![\[object Object\]](/images/data-governance/ai_powered_data_classification.svg)

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27780%27%20height=%27480%27/%3e)![\[object Object\]](/images/data-governance/ai_powered_data_classification.svg)

Highlight Feature

Custom Governance Workflow Builder

Drag-and-drop workflows with custom conditions, automated actions, and human approvals for consistent governance

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27700%27%20height=%27450%27/%3e)![Custom Governance Workflow Builder](/images/data-governance/custom_governance_workflow_builder.svg)

## Find Data That Drives Decisions

Bridge the gap between technical assets and business meaning

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27780%27%20height=%27480%27/%3e)![\[object Object\]](/images/data-governance/business_glossary.svg)

Business Glossary

Define and manage shared business terminology with hierarchical terms, synonyms, related terms, and approval workflows

Metrics Management

Create standardized metric definitions with SQL expressions, granularity, and full lineage from source tables to dashboards

Knowledge Center

Centralize tribal data knowledge in rich-text articles that link directly to data assets, glossary terms, and owners

Data Dictionary

Comprehensive schema documentation including tables, columns, keys, tags, tiers, and custom properties for every asset

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27780%27%20height=%27480%27/%3e)![\[object Object\]](/images/data-governance/business_glossary.svg)

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Reverse Metadata Sync

Push governance decisions from Collate® to source systems for automated and consistent policy enforcement

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27700%27%20height=%27450%27/%3e)![Reverse Metadata Sync](/images/data-governance/reverse_metadata_sync.svg)

## Empower Everyone in Your Data Ecosystem

Organize, secure, and open up your data to the right people

Persona Customization

Tailored landing pages and navigation for technical and business users, such as custom panes, views, and widgets per role

Domains & Data Products

Organize data assets and teams into decentralized domains with granular user controls and cross-domain data product sharing

RBAC Controls

Customizable roles and search permissions ensure users see and act on only the data they're authorized to access

Native Data Contracts

Align data producers and consumers with formal agreements that reduce downtime and trigger alerts when expectations break

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27780%27%20height=%27480%27/%3e)![\[object Object\]](/images/data-governance/persona_customization.svg)

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27780%27%20height=%27480%27/%3e)![\[object Object\]](/images/data-governance/persona_customization.svg)

## Governance That Scales With Your Organization

Automate governance workflows and track program impact over time

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27780%27%20height=%27480%27/%3e)![\[object Object\]](/images/data-governance/customizable_kpi_dashboards.svg)

Custom Governance Workflow Builder

Drag-and-drop, BPMN-based workflow builder with condition checks, automated actions, approval gates, and a full audit trail

Data Certification

Define Gold, Silver, and Bronze certification rules and workflows to validate metadata completeness and route to reviewers automatically

Glossary Approval Workflows

Configurable multi-stage approval for glossary terms with draft states, reviewer assignment, and automatic re-review on edits

Governance KPI Dashboards

Pre-built and custom dashboards track data stewardship coverage, quality health, ownership gaps, and asset metrics over time

![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%27780%27%20height=%27480%27/%3e)![\[object Object\]](/images/data-governance/customizable_kpi_dashboards.svg)

## Built for modern data & AI practices

Designed for changing needs of data & AI teams

AI-Driven Automation

Improve productivity, enforce governance and reduce costs with AI driven automation

Unified Platform

One platform for all your teams for data discovery, observability and governance

Collaborate Around Data

Accelerate development of data assets with social workspaces and knowledge centers

Get started with Collate today for free

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Managed Service for Production Data Teams

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## FAQs

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What is the Custom Governance Workflow Builder?+

The Custom Governance Workflow Builder lets you design governance processes using a drag-and-drop, no-code interface built on BPMN standards. You can create multi-stage workflows with condition checks (validate tags, ownership, metadata completeness), automated actions (apply tiers, assign owners, add certifications), and human approval gates with configurable consensus thresholds.

Workflows can trigger automatically when data assets change, run on a schedule, or be launched on demand. Every action is logged in a full audit trail for compliance.

Data Certification and Glossary Approval Workflows are both built on this same engine, so the logic you define is composable and consistent across your governance program.

How does data classification work in Collate?+

Collate uses ML models and AI agents to automatically detect and tag PII and other sensitive data at the column level during profiling. Tags can be auto-applied or surfaced as suggestions for human review. Your team controls the threshold.

Two detection methods run in combination: column name pattern matching (using regex against a library of common sensitive data structures) and entity recognition against actual column values via Microsoft Presidio. You can also define custom classification taxonomies, use tiers to indicate business criticality, and bulk-apply tags to assets via metadata automations or lineage propagation.

What is Lineage Propagation and when should I use it?+

Lineage Propagation automatically flows metadata (tags, descriptions, glossary terms, ownership, and tiers) from upstream data assets to downstream ones based on your data lineage graph.

It is useful when you want a tag applied at the source table to automatically appear on all derived tables, reports, and dashboards without manual updates. You can configure propagation depth, set stop conditions at specific boundaries, and run it on a schedule or on demand.

How does the Glossary Approval Workflow work?+

When a new glossary term is created, it enters a Draft state and can be submitted for review. Collate routes it to designated reviewers, who can approve or reject with comments. You can configure multi-stage approvals, require multiple approvers, and set automatic re-review triggers when a term is updated after approval.

The entire process is built on the Custom Governance Workflow Builder, so you can customize the approval logic to match your organization's terminology governance process.

Can Collate push governance decisions back to source systems?+

Yes. Reverse Metadata Sync lets you push tags, descriptions, and ownership from Collate back to your source systems including Snowflake, BigQuery, Databricks, Redshift, and more. This enables centralized policy management in Collate that automatically enforces at the source.

A common use case: tag a column as PII in Collate, and Snowflake's masking policy automatically enforces access controls at the source with no manual coordination required.

What is the Business Glossary and how does it connect to the rest of the platform?+

The Business Glossary is where your organization defines, manages, and governs shared business terminology with terms like 'revenue,' 'active customer,' or 'churn rate,' along with their definitions, synonyms, related terms, and owners.

Glossary terms link directly to data assets through the semantic metadata graph. When an asset is tagged with a glossary term, that relationship propagates through lineage, appears in search results, and is available to AI agents querying the platform. This means the definition your governance team maintains in the glossary is the same definition driving analytics and AI outputs downstream.

How does Role-Based Access Control (RBAC) work in Collate?+

Collate's RBAC controls let administrators define roles with specific permissions for reading, editing, and acting on data assets. Permissions apply at the platform, domain, and asset level, so you can give a data steward edit access to a specific domain without granting broader rights across the platform.

Search results are also permission-scoped, so users only see assets they are authorized to access. This makes self-service discovery practical in environments where not everyone should have visibility into all data.

What are Native Data Contracts and when should I use them?+

Data Contracts are formal agreements between data producers and data consumers that define what a dataset should look like, e.g., its schema, freshness expectations, and quality commitments. When those expectations break, Collate triggers an alert automatically.

They are useful when downstream teams depend on data from another team and need a reliable way to be notified of breaking changes before they affect pipelines or reports. Contracts connect directly to lineage and quality monitoring rather than existing as a separate document outside the system.

What is Persona Customization and why does it matter for governance adoption?+

Persona Customization lets administrators configure tailored landing pages, navigation, and search results for different types of users, so that data engineers, business analysts, data stewards, and executives each see a view of the platform relevant to their role.

This matters for governance because adoption often fails when a platform feels like it was built for one type of user and is hard to navigate for everyone else. By surfacing the right assets and actions for each persona, Collate reduces friction for non-technical users without simplifying the experience for power users.

How does governance in Collate support AI use cases?+

Governance in Collate is not just documentation, it is machine-readable infrastructure that AI agents can operate on. Classification tags, business glossary terms, lineage, ownership, and quality signals are all encoded in the semantic metadata graph, which means AI agents querying the platform inherit the same governed understanding of data that your human teams use.

Practically, this means an AI agent generating SQL will resolve the governed definition of 'revenue' before generating a query, rather than guessing from column names. It also means classification tags applied in Collate propagate to downstream systems automatically, so AI workflows do not bypass the policies your governance team has defined.