Design a system to schedule jobs in a distributed environment.

A distributed job scheduler manages and executes tasks across multiple machines to ensure scalability and fault tolerance. For this design, we'll assume a system capable of handling 10,000 job submissions per second, providing low-latency job status queries, and minimizing execution latency.