What does Ashburn, GA mean? May 25, 2017 All Dictionary Ashburn, GA meaning in Urban Dictionary Little, tiny town with lots of cheap restaurants. Not much to do, everything else is like an half-hour drive. Perfect town to live in if you enjoy quiet. But beware, if you cross the railroad tracks, you have entered the hood. Windows up!