Wouter,

Yes it is possible that you have memory pressure. I'd probably:

1) Set bootstrap.mlockall: true in the elasticsearch.yml file

2) Once you're up and running (or when these GC pauses start to happen), 
check the node stats to see what you have in memory: 

curl "http://localhost:9200/_nodes/stats/jvm?pretty";

That will give you a rough idea if you might need to bump that ES_HEAP_SIZE 
up some more (up to 1/2 of your available RAM or 30GB whichever is smaller).

3) If you're reaching the limits of RAM on a single node, then it might be 
time to add more nodes to distribute those shards out horizontally.



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