In today’s data-driven world, maintaining the integrity and consistency of data across complex pipelines is crucial. A small schema change or miscommunication between data producers and consumers can lead to costly outages and operational headaches, often during odd hours. To mitigate these risks, integrating robust tools like Apache Kafka and Apache Flink with well-defined data










