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Owns the production data layer behind advertiser-facing campaign reporting on a petabyte-scale platform, including schema changes, transformations, and query performance. Traces data discrepancies to their source and prevents scaling problems before they cause incidents. Requires 5+ years of production data engineering with on-call experience, strong SQL and schema design, and orchestration and dbt skills.