No they are not the same thing, although similar! They are both often found pickled in the grocery store and have a slightly sweet and tangy flavor. They also look pretty similar! However, when you look closer you can see the differences! Pepperoncini peppers are more bitter, have a wrinkly texture, and are typically higher in heat.