South Wales Police said it was called to near Llantwit Major beach shortly after 20:30 BST on Tuesday.
A force helicopter was used during the search with help from the coastguard.
Police said the death is not being treated as suspicious and the coroner has been informed.
A man's body has been recovered near a beach in the Vale of Glamorgan.