A new and distinct cultivar of Petunia plant named `Sunsurfpapu`, characterized by its outwardly spreading, mounded and decumbent plant habit; vigorous and freely branching growth habit; freely flowering habit; red purple-colored flowers; long flowering period; and good garden performance.