What's the difference between baking powder and baking soda?

Baking soda (sodium bicarbonate) requires acid to activate. Baking powder contains baking soda plus cream of tartar (acid) and cornstarch. Use baking soda with acidic ingredients (buttermilk, lemon); baking powder for recipes without acid. They're not directly interchangeable without recipe adjustments.