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Yes you can fetch that info for already stopped RDS instances.
In the AWS console - Click on the name of the database and in the Summary section - Status you would see the text "Stopped temporarily". Clicking on this text would show you the restart time.
In the CLI, you can use the command aws rds describe-db-instances --db-instance-identifier <name_of_database> and look for a field AutomaticRestartTime in it's output
--Syd
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arrgh! how did I miss it! thank you :)