Apache Mesos is a cluster manager that provides resource sharing and isolation. It allows multiple distributed systems like Hadoop, Spark, and Storm to run on the same pool of nodes. Mesos introduces resource sharing to improve cluster utilization and application performance. It uses a master/slave architecture with fault tolerance and has APIs for developers in C++, Java, and Python.