Chicago-style giardiniera, on the other hand, is first pickled in vinegar, but then drained after about two weeks and replaced with oil. Some Chicagoans also seem to enjoy the addition of hot peppers, so you can find and purchase versions that are hot, medium or mild to use as a tangy condiment for your favorite sandwiches.