A new and distinct cultivar of Argyranthemum plant named `Cotton Candy`, particularly characterized by its mounded, decorative inflorescence type in which the ray florets become progressively shorter in length toward the center to produce a ruffled appearance and a mounded effect, light-pink inflorescence color, dense flowering on short stems, and compact growing habit.