Pipeline Design & Operations

Enforce quality with schema, null, range, uniqueness, reconciliation, contracts, and anomaly checks; recover from failures with dead-letter queues, idempotent re-runs, backfills, and clear ownership.

Use event-time with watermarks and allowed lateness for correct windows despite stragglers, and reprocess by replaying with idempotent writes so re-runs never duplicate.