Volume question

[TechnoMage]

I have a use case that I wonder if Flink handles well:

1) 5M+ keys in a KeyedStream
2) Using RichFlatMap to track data on each key

Will Flink spread one operator’s partitions over multiple 
machines/taskmanager/jobmanager?

Michael