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These docs cover the Datafold application only. They do not cover Datafold’s AI agent platform, which our team uses to deliver migrations and other data engineering projects. The platform is changing quickly, so we share its capabilities directly rather than in public docs. To learn what it can do for your project, book a demo.
You are reading the docs for Datafold Classic (app.datafold.com, eu.datafold.com, or a Classic Dedicated Cloud deployment). If you sign in at us.datafold.com, eub.datafold.com, or a deployment set up for a migration project, switch to Current in the version menu. Not sure? See Which version am I on?

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Key features

Data Platform Migrations

The Data Migration Agent delivers guaranteed-outcome migrations with fixed price, timeline, and data parity — over 6x faster than traditional approaches.

Data Explorer & Lineage

Explore lineage, business logic, and usage metadata across your data ecosystem.

Data Quality & CI/CD

Value-level data diffs, monitors, and reconciliation power tools — exposed via MCP so your coding agents can validate their own work.

MCP Integration

Connect your AI coding agent to Datafold and interact with your data through natural language — diffs, lineage, monitors, and more.

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Use cases

Data Platform Migrations

Modernize your data platform in weeks, not years, with AI-powered migration automation and cross-database validation.

AI-Assisted Data Development

Supercharge your coding agents with data quality tools via MCP.

CI/CD Testing & Monitoring

Automatically test, data-diff, and validate every pull request before it reaches production.

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Getting started

There are a few ways to get started with your first data diff:
1

Create a data diff

Once you’ve integrated a data connection and code repository, you can run a new in-database or cross-database data diff or explore your data lineage.
2

Create automated monitors

Create monitors to send alerts when data diffs fall outside predefined ranges.
3

Set up CI/CD testing

Get started with deployment testing through our universal (No-Code, API) or dbt integrations.

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Learn more