Github user Aitozi commented on the issue:

    https://github.com/apache/flink/pull/5405
  
    cc @aljoscha please help review this patch.
    
![image](https://user-images.githubusercontent.com/9486140/35761522-6e00f4b8-08c4-11e8-8063-7ec015802428.png)
    see the picture above, when user choose to use without a checkpoint to 
avoid catch up data after a crash , and use kafka#setStartFromLatest to consume 
the latest data. if use without the skip api , we can see that it can  produce 
a broken data which may lead to the alert in monitor Scenario。if user want to 
skip the broken window, can hava a choice to skip serveral window after the 
first fire.



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