At the Old White course in West Virginia, Koepka, 34, tied Rahm, 65, on 19-under after shooting a final round of seven under par, or 63.
Rahm's tee shot in the play-off on the 18th hole put him in a bunker at the back edge, but he was able to reach the hole inside 20 feet with his second shot.
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