A key design criteria of Apache Mesos is its two-level scheduler architecture, making it easier to operate, scale and extend. Traditional monolithic schedulers maintain the complete state of the application and infrastructure underneath, while also performing workload placement logic. This architecture makes it very challenging to scale and even harder to introduce new features and capabilities. With a dual-level architecture, Mesos handles low level infrastructure scheduling operations, while another layer on top (The framework) handles all the application specific operations and logic.


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