Strong understanding of Kafka internals including brokers, partitions, replication, consumer groups, ISR, retention, ACLs, RBAC, and cluster health. Experience troubleshooting consumer lag, serialization failures, state-store issues, rebalancing, replication delays, and performance bottlenecks.