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Lightdash

Open Source

AI-first, open-source BI platform that is dbt-native, reading metric definitions directly from your dbt project.

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Our take

An open-source, dbt-native BI tool that bakes metric governance into the analytics workflow.

Best for

Data teams with a dbt stack wanting governed, version-controlled metrics.

Pros

  • Open-source and self-hostable
  • dbt-native: metrics defined in version-controlled YAML
  • Self-serve exploration and dashboards
  • Metric governance via pull requests and tests

Cons

  • Requires a dbt stack and expertise
  • Hosted tier is paid
  • Less suited to non-dbt teams

How it compares

Versus Looker, Lightdash is open-source and dbt-native, putting metric definitions in your transformation layer.

Full review

Lightdash is an AI-first, open-source BI platform that connects to your dbt project, reading metric definitions from version-controlled YAML so KPIs are defined once, reviewed via pull requests, and tested.

It turns a dbt project into a self-serve analytics layer for business teams. It is ideal for dbt-based data teams and less so for those without dbt.

Cloudkart Rubric

4.2/5 avg
  • Actual Utility
    4/5
  • Ease of Use
    4/5
  • Pricing Fairness
    5/5
  • Reliability
    4/5
  • Differentiation
    4/5

Community reviews

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