Backfill

Backfill is a critical operation in data engineering used to regenerate historical data or fill missing historical periods. It often becomes necessary when new business rules are introduced, model logic changes, or a pipeline defect is corrected. If not handled carefully, backfills can create duplicate data, excessive cost, and timeline disruption. Strong backfill design must be considered together with idempotency and lineage.