Is there a way for Elasticsearch to initiate a spark job?

i'm looking for a way for elastic to generate a spark job which will perform aggregations and write them back to elasticsearch and for them to be available for kibana to display.

we're using kibana as a BI platform for our data, but it's getting too massive.
we can increase the compute (by a lot) but the costs will be very high.

so i'm looking for a way to keep the raw data on S3 and for it to be aggregated with a job invoked by elastisearch on demand. then, the results will be written to elasticsearch and displayed in kibana.

is that possible?

I suspect you would need to orchestrate such a scheme outside Elasticsearch.

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