Design a Distributed Messaging System

Develop a scalable and reliable messaging system that facilitates asynchronous communication between different parts of an application, even across distributed environments. The system should guarantee message delivery, support various messaging patterns (like publish/subscribe, request/reply), and handle high volumes of messages with minimal latency. It must also ensure fault tolerance and provide mechanisms for message tracking and recovery. Examples include Kafka and RabbitMQ.