Pepperoni has about 141 calories (per ounce) and about 85% of the calories are fat, this is according to the USDA. It is perfectly safe to consume pepperoni but make sure to eat only in moderation. Since the body also needs a right amount of fat that helps in vitamin absorption. This does not only apply to pepperoni but to all foods as well where too much of everything is harmful to our body.