Apache Mesos is a centralized, fault-tolerant cluster manager designed for resource isolation and management in distributed computing environments. It consists of key components including Zookeepers, Mesos Masters, Mesos Slaves, and frameworks that simplify task allocation and resource requests. Mesos aims to reduce specialized clusters, enhance scalability, and provide higher fault tolerance while being utilized by various organizations.