Design and ship backend systems for multi-stage, high-volume data processing.Define versioned contracts for manifests, artifacts, lineage, and state transitions.Make retries, checkpoints, partial failures, replay, backfills, migrations, and rollbacks safe and understandable.Build independent reconciliation and verification to detect incorrect output beyond basic job success.Convert
