Real-time pipelines
Streaming ingestion with schema enforcement, anomaly detection and freshness SLOs.
- Kafka Connect / Debezium for CDC, Materialize / Flink for derivations
- Contract tests on every producer with CI gating
- Freshness and volume anomaly alerts routed to owners
- Replay tooling for retroactive corrections