Once your pie cools down, these flavors usually merge, and pizza's taste doesn't simply hold up — it can even improve. According to Good Food, the dough can seem "sweeter," and its sauce can seem "sharper,” which means cold pizza's flavor can be different than a pie straight from the oven.