Thanks for the reply RK.

Using the first option, my application doesn't recognize
spark.driver.extraJavaOptions. 

With the second option, the issue remains as same,

2016-07-21 12:59:41 ERROR SparkContext:95 - Error initializing SparkContext. 
org.apache.spark.SparkException: Found both spark.executor.extraJavaOptions
and SPARK_JAVA_OPTS. Use only the former. 

Looks like either of the two issue :-
1. Some where in my cluster SPARK_JAVA_OPTS is getting set, but i have done
a details review of my cluster, no where i am exporting this value.
2. There is some issue with this specific version of CDH (CDH 5.7.1 + spark
1.6.0)

-Sam



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