I found an article which compares Elasticsearch vs. Crate.IO aggregation performance:
Have a look at "https://www.anchormen.nl/jdbc-driver-for-elasticsearch/" paragraph "Crate".
They said that Crate.IO aggregation is around 7 time slower that native Elasticsearch one.
Does this match with your tests?