Dev.to
7/16/2026

Self-service BI requires governed metric definitions to work
Original: Self-Service BI Is a Lie (Unless You Govern the Metrics)
Short summary
Self-service BI without governed metrics creates chaos—different teams define the same metric differently, dashboards proliferate, and the data team becomes a reconciliation help desk. Open-source BI tools (Metabase, Superset, Redash, Lightdash, Evidence) democratize access but lack semantic layers, meaning users query raw tables and define metrics ad-hoc. True self-service requires a governed semantic layer so anyone can query and get the right answer.
- •Self-service BI without metric governance leads to conflicting definitions and dashboard sprawl
- •Open-source BI tools lack semantic layers, forcing ad-hoc metric definitions
- •A governed semantic layer (e.g., Cube) enables real self-service with consistent answers
Generated with AI, which can make mistakes.
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