No, baking soda and baking powder are not the same. Baking soda is pure sodium bicarbonate and needs an acidic ingredient like lemon juice or buttermilk to activate. Baking powder already contains an acid, so it works on its own with just liquid and heat. Swapping one for the other without adjusting the recipe can affect taste and rise.