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I think the backups end up stored in a GCS bucket in your account and can be removed manually or with an object lifecycle.

That is correct, but it adds a step and also doesn't give you the freedom of deciding which backups to keep older than 1 month.

Isn't it easier and cheaper to download the backup from GCS than to pull data from Realtime Database?