Mesos provides a distributed systems kernel that allows organizations to dynamically share resources between distributed applications like Hadoop, Spark, and Storm. It addresses issues with static resource partitioning, like increased complexity and poor resource utilization. Mesos introduces an abstraction layer that bundles all machines in a cluster into a single shared pool. It provides APIs for building frameworks to run applications that leverage the shared resources.