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Unfortunatelly, you can not recover it without snapshots. If you had enabled automated snapshots, you would have used "Restore to point in time" feature, but it creates a new RDS instance. In case of using AWS Aurora, you could enable a "Backtrack" that lets you quickly rewind the DB cluster to a specific point in time, without having to create another DB cluster.
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By default RDS kept automated backup. If you don't retention set time to 0, then there will have an whole database instance backup in s3. Please see this link: https://aws.amazon.com/rds/features/backup/