Query cache vs search rate

We had a search spike in our cluster, the search rate almost tripled. But when checking the metrics it shows that query cache increased almost tenfold. What's the explanation for this?

It looks like the metrics are averages that hide the details and a DOS-like query tsunami has been causing the spike.

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