Must Have Data management (lifecycle, quality, metadata, governance) Semantics (controlled vocabularies, taxonomies, ontologies) Knowledge Graph delivery (end-to-end ownership) Ontology & schema modeling Product integration & APIs Cross-team coordination (data, product, platform) Stakeholder