I had to choose between RabbitMQ and Kafka when designing a new event-driven architecture. I opted for Kafka due to its higher throughput and better handling of large volumes of streaming data, which was essential for our analytics use case. RabbitMQ would have been more suited for scenarios requiring complex routing and message acknowledgment requirements.