A new and distinct cultivar of Petunia plant named `Sunsurfpafure`, characterized by its outwardly spreading to trailing and decumbent plant habit; vigorous growth habit; freely branching and flowering plant habit; long flowering period; and medium-sized red purple-colored flowers with white-colored margins.