In-Person Ordering: Must be ordered in person, as online orders are not available. Costco Birthday Cakes Costco birthday cakes are affordable, with prices ranging from $15.99 for an 8-inch round cake to $24.99 for a half-sheet cake. They come in two main flavors: vanilla with vanilla ch...