Pickles commonly refer to cucumbers that have been preserved in brine or vinegar flavored with pickling spices. Sour pickles are preserved in brine, often with fresh dill. Sweet pickles are prepared in vinegar with sugar added. Gherkins are sweet-flavored pickles made from small pickling cucumbers.