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Datafold

Data diff and regression testing for pipelines

Overview

Datafold specializes in data diffingβ€”comparing data between environments or before/after changes. It's particularly powerful for dbt CI/CD, automatically showing the impact of pull requests on your data.

Key Features

  • βœ“ Data Diff: Compare datasets row-by-row
  • βœ“ CI/CD Integration: PR impact analysis
  • βœ“ Column Lineage: Track field-level changes
  • βœ“ dbt Integration: Native dbt Cloud/Core support
  • βœ“ Regression Testing: Catch unintended changes
  • βœ“ Cross-database: Compare across warehouses

Pros

  • πŸ‘ Best-in-class data diffing
  • πŸ‘ Excellent dbt CI integration
  • πŸ‘ Catches regression issues
  • πŸ‘ Visual PR comments
  • πŸ‘ Good free tier

Cons

  • πŸ‘Ž Focused on diffing (not full observability)
  • πŸ‘Ž Requires dbt for best experience
  • πŸ‘Ž Less useful without CI/CD
  • πŸ‘Ž Enterprise pricing for advanced features

Best For

dbt teams wanting to catch data regressions before merging. Essential for data CI/CD workflows.

Founded: 2020 HQ: San Francisco, CA