The difference between baking soda and baking powder is very simple. Baking powder contains the leavening acid needed to produce carbon dioxide bubbles, while baking soda requires other ingredients to make that reaction happen. Gans suggested that you avoid certain recipes if you don't have baking soda or baking powder on hand. For example, cakes will be too dense.