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Recover your Deleted Exchange Online messages
Recover accidentally deleted messages in Exchange Online with Outlook from Deleted Items folder
When you delete an Exchange message it is moved to your Deleted Items folder. You can recover your messages before 30 days.
See this Microsoft Article for instructions: