Purge the data, but keep the trend graph data

We are pushing multi app log data into elastic for problem analysis. But we don't need to keep the logs in elastic after some days, so we purge them frequently. But we noticed we have some interest to keep the trend graph for longer than the log file data. Currently we use Kibana to produce the charts.

Anyone has done this in any form? Appreciate any idea how to persist the trend graph data without keeping the large log data in elastic cluster.

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