Though they are both in the chili pepper family and look similar, Pepperoncini and banana peppers are not the same. Both are on the lower side of the heat spectrum, compared to the fieriest peppers out there, like ghost peppers and habaneros. And both are considered sweet peppers, but pepperoncini are substantially spicier.