Github user chu11 commented on the pull request:

    https://github.com/apache/spark/pull/472#issuecomment-54339335
  
    The use case is to the user to specify an alternate set of configuration 
easily when running Spark.  In our particular case, users may be 
running/launching Spark on different clusters/hardware
    at any point in time, so setting SPARK_CONF_DIR to point to the location of 
that particular node/hardware's spark-env.sh would be convenient.
    
    Specifying an alternate config file can be done a million ways.  
SPARK_CONF_DIR would seem the most familiar, given that most other major Apache 
projects have similar environment variables (HADOOP_CONF_DIR, HBASE_CONF_DIR, 
etc.).


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