Messages can lead to increased complexity and potential for inconsistent data.
Using messaging systems like Apache Kafka decouples services but adds complexity, such as handling message ordering and retries. For instance, a Java service updating inventory might send messages asynchronously, but if a message is delayed, other services might process outdated information, leading to inventory mismatch.
Additional Notes
Explain a common pitfall when decoupling services via messaging in microservices?