While both have similar ingredients and flavors, the main difference lies in the texture and serving style. Pumpkin bars are denser and typically cut into squares or rectangles, making them perfect for a grab-and-go snack. Pumpkin cakes, on the other hand, are fluffier and usually served as a dessert with frosting or icing.