What is the difference in aggregating data in Elasticsearch vs Kibana?

Elastic Stack Elasticsearch
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Aggregations can be applied at Elasticsearch and at Kibana . What is the difference in aggregating data at these locations ?

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The Kibana UI calls elasticsearch to do aggregations and then visualizes the JSON it returns.

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