Rock Spring is an unincorporated community and census-designated place located in northwest Georgia, United States, approximately 14 miles south of Chattanooga, Tennessee. It is in Walker County which resides in Georgia's 14th congressional district. Rock Spring is included in the Chattanooga, TN-GA Metropolitan Statistical Area. The 2020 Census listed a population of 891.