Data engineers and platform architects managing Apache Kafka-based event streaming platforms must review proposed new or modified topic schemas for compatibility with downstream consumers, adherence to schema governance standards, and compliance with data governance requirements (PII handling, retention policies, topic naming conventions). Schema changes that break backward compatibility cause downstream consumer failures.