While cucumber pickles are a great way to give your sandwich some tang, there's nothing like adding a small, sweet, sour, spicy pepper to the mix. Two common pickled peppers for burgers, sandwiches, and hot dogs are pepperoncini and banana peppers, and while they look similar, there are a few key differences between them.