RabbitMQ is primarily a traditional message broker supporting various delivery semantics including at-most-once, at-least-once, and exactly-once delivery, making it suitable for scenarios like task queues. In contrast, Kafka is designed for high throughput and scalability with a focus on event streaming and generally provides at-least-once delivery semantics, which works well for log aggregation and event-driven architectures.