@Christian_Dahlqvist Thanks for the info.
Below are the index stats got from elasticsearch-hq plugin (http://www.elastichq.org/index.html)
This probably points out that I/O is the bottleneck even when we are using AWS GP2 SSD EBS volumes. Are there any parameters which we can tweak to optimize the same?