If you aren't running monitoring yet (https://www.elastic.co/guide/en/elasticsearch/reference/current/monitoring-overview.html), it would probably help giving you some visibility into what's happening inside your cluster. I'm no expert on performance tuning, but all you wrote so far seems to point to performance/capacity issues, so this looks like a good starting point to me.
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