A new and distinct cultivar of Calibrachoa plant named ‘Duecalhulpapi’ characterized by its outwardly spreading to trailing and decumbent plant habit; vigorous growth habit; freely branching habit; early and freely flowering habit; large pink and red purple bi-colored flowers; and good garden performance.