Validate source shape, relationships, timestamps, and ranges.
Transparent by construction.
The demo dataset is generated from a fixed seed. Metric definitions, inclusion rules, formulas, SQL models, refresh cadence, and known limitations are versioned alongside the application.
Keep metric logic in tested SQL and backend domain functions.
Separate observed facts, interpretations, and recommendations.