#data-quality

Diagnose travel feed failures systematically across transport, schema, parsing, validation, persistence and downstream publishing.

Diagnose duplicate, stale, incorrectly mapped and conflicting hotel imagery or amenity data using provenance and confidence.

Diagnose supplier properties linked to the wrong canonical hotel using lineage, match features and contradiction evidence.