Comment by karlkfi

YARN (Myriad), Spark, Kubernetes, Marathon, Swarm, and Aurora already run on Mesos, with varying degrees of maturity.

As you say, the primary benefit is that you can provision a single Mesos cluster and share its resources across various frameworks.