Github user zentol commented on the issue:

    https://github.com/apache/flink/pull/2146
  
    That is a known and intended behavior. It is the users responsibility to 
make sure that no naming conflicts arise, either by providing unique 
job/task/operator names or modifying the scope formats.
    
    Regarding your suggestion, even if we exclude the disparity between the 
name a user expects and the name we might provide, there is still the issue 
that it (sadly) doesn't actually solve anything.
    
    Assume 2 TaskManagers, both exporting a metric `MyJob.metric` and 
`MyJob1.metric`.
    
    You cannot guarantee that both versions of `MyJob.metric` actually belong 
to the same job.
    You can't even make the guarantee that all values a TM exposes as 
`MyJob.metric` belong to a single job.
    
    This problem also exists right; the only difference is that you only have 1 
set of inconsistent data, and not 2.


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