Pepperoncinis and banana peppers are very similar in many ways, but looking deeper, you'll notice they are not the same pepper. ... They are also quite similar in mild-tangy flavor and heat, which only adds to the confusion, and both belong to the same chili pepper family – capsicum annuum.