Data Engineering

Discover why your CDC pipeline is adding extra latency and learn proven strategies to cut delays and boost real-time data flow.

Discover why Kafka's state store undermines Flink's fault tolerance and how to achieve true exactly-once processing.

Discover why Flink's exactly-once guarantees still break when using Kafka transactions, and learn practical fixes for reliable real-time pipelines.

Discover how adding Kafka replicas can unintentionally break exactly-once guarantees and what it means for state management in real-time pipelines.

Discover the true cost of real-time data pipelines and why observability drives hidden TCO. Compare Flink vs Kafka in our benchmark.