Joselu slotted Stoke's second six minutes after the break after Walters had returned a weak clearance by Watford keeper Heurelho Gomes into the path of the Spaniard.
Troy Deeney scored a late consolation for the home side who are virtually assured of staying up.
(Reporting by Martyn Herman, editing by Ed Osmond)
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