An official World Postcard Day card from Tennessee. Tullahoma has a population of just over 20 000. We know what metropolis areas are. Ever heard of a micropolitan area? Tullahoma is the principal city in the Tullahoma Micropolitan Area. Coffee, Franklin, and Moore Counties are a part of it and it is the second largest micropolitan area in Tennessee.