What makes this role different
Most data engineering ends at a table. Pattern's ad-tech output leaves the warehouse and spends a client's advertising budget within the hour. A silently wrong join or an unguarded backfill is a customer-facing incident, not a dashboard discrepancy - so correctness, idempotency and data-quality gating are the job, not paperwork after the job.