Attribution
Public note
Data sources and transparency

This implementation uses structured tournament datasets. The UI, routes, context handling, and API contracts are built around the Beetl analysis pipeline.

This page can list official feeds, public datasets, lineup sources, and model freshness without adding clutter to the main product surfaces.

Sources
Provider slots

Fixtures and results · official competition feeds

Lineups and player availability · official sheets, media reports, model estimates

Tactical evidence · event data, tracking-derived aggregates, public reference datasets