Github user StephanEwen commented on the issue:

    https://github.com/apache/flink/pull/1668
  
    @senorcarbone I agree, let's fix the multiple checkpoints issue and do the 
rest in FLIP-15
    
    The other operators have a pretty simply way of doing this:
      - for synchronous checkpointed operators, no need to do anything, the 
synchronous part of one checkpoint is over when the next starts (because it is 
synchronous ;-))
      - for asynchronously checkpointed state, the state backend needs to be 
able to hold multiple snapshots, which are saved by multiple background threads
      - none of the operators deal with in-flight data, which makes their job 
easy
    
    Dealing with in-flight data probably means that you need to open a 
ListState for each checkpoint that arrives and add the feed back values to each 
state, until that particular checkpoints barrier comes back through the 
feedback channel. I think that should be sufficient.



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