Graceful Shutdown with In-Memory State

Users often stop and restart their streaming jobs for tasks such as maintenance, software upgrades or even application logic updates. When a job re-starts it should pick up where it left off i.e. any state information that existed when the job stopped should be used as the initial state when the job restarts.