It seems I was suspecting wrong process of causing memory issue, it doesn't 
seem to be indexing since issue happened even after we stopped it. 
I found out from '_cluster/stats' and '_index/stats' api that one of the 
existing index which is taking most memory - 
      "filter_cache" : {
        "memory_size" : "252.2mb",
        "memory_size_in_bytes" : 264546840,
        "evictions" : 0
      },
      "id_cache" : {
        "memory_size" : "215.4mb",
        "memory_size_in_bytes" : 225963916
      },
      "fielddata" : {
        "memory_size" : "3.2gb",
        "memory_size_in_bytes" : 3479467264,
        "evictions" : 0
      },
      "completion" : {
        "size" : "0b",
        "size_in_bytes" : 0
      },
      "segments" : {
        "count" : 333,
        "memory" : "5.1gb",
        "memory_in_bytes" : 5561471705
      }

I think to avoid confusion, I will open a separate thread to ask about it. 

On Friday, February 14, 2014 11:29:55 AM UTC-5, Binh Ly wrote:
>
> Don't know if this might help, but you can limit the max size of your 
> fielddata cache as well as the expiry of the items in that cache:
>
>
> http://www.elasticsearch.org/guide/en/elasticsearch/reference/current/index-modules-fielddata.html
>

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