Own consistency across distributed systems that maintain separate copies of data, including ingestion, retries, reordering, partial failure, and routing.Lead canonical schema design and evolution, including migrations, versioning, and effective-dated reference data.Define system architecture, systems of record, ownership boundaries, replication strategy, and access control.Design va
