4+ years building production data systems, with substantial experience owning data pipelines end to end: ingestion, transformation, orchestration, and the 3am operational reality.
Hands-on experience with data normalization, entity resolution, or master data management in messy multi-source environments where the same entity has different names and different levels of completeness in each system.