How can I prevent my baked goods from tasting bitter due to using too much baking powder?

To prevent baked goods from tasting bitter due to using too much baking powder, carefully measure the amount needed in the recipe and avoid adding extra. It's important to follow the recipe instructions accurately to maintain the right balance of ingredients.