Github user andrewor14 commented on the pull request:

    https://github.com/apache/spark/pull/204#issuecomment-39919830
  
    Also @tgraves, I have not tried to render thousands of apps, but from what 
I've experienced on the SparkUI's stage page, which may display thousands of 
tasks, loading the HTML becomes much slower. In other words, as you suspected, 
the UI doesn't scale super well. I think the correct thing to do here is to add 
pagination (which may or may not go out with this PR).
    
    We can set the retained applications higher. I started it at 20 just 
because I was testing locally. The thing is each ApplicationHistoryInfo may 
very widely across applications, because each of them contains a SparkUI, which 
holds various data structures whose sizes scale with the number of tasks. For 
now, however, we will rotate on the granularity of applications, because this 
is much simpler.


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