Flink and Kafka Streams are two popular frameworks for real-time streaming, each with distinct architectural differences affecting scalability, state management, and operational complexity. Flink generally offers more flexibility and better state handling through its use of watermarks and remote storage, whereas Kafka Streams, being a library, simplifies integration but places greater operational burdens on developers. Ultimately, the choice between them depends on specific project requirements and team capabilities.