Cleveland, TN Zip Code Map This page covers the zip codes that comprise the Cleveland, TN area. Click below to sort through real estate listings by individual zip code. Cleveland, TN Cleveland, TN by Zip Code 37311 37312 37323 Menu 37311 37312 37323