What is the chemical difference between baking soda and baking powder?

Baking soda is pure sodium bicarbonate; it requires an acidic liquid (like buttermilk or citrus) to activate and rise. Baking powder contains baking soda PLUS a powdered acid (cream of tartar). It activates instantly when it touches any liquid, and usually again when exposed to oven heat (double-acting).