as part of a sandwich, pastrami can be served hot or cold but usually the pastrami is heated. the classic pastrami sandwich, also known as pastrami on rye, was made famous by new york city delicatessens. it consists of rye bread, shaved pastrami and spicy brown mustard, and optionally cheese, mostly swiss cheese.