when asked which toppings would be on your favorite pizza and let you choose as many as you liked, the clear winner was . . . can you guess? pepperoni, of course. slightly more than two-thirds (68%) of people said they loved pepperoni on their pizza. that's compared with a score of 47% for sausage.