Tannery Spring is a spring located in Walker County, Georgia. It appears on the Fort Oglethorpe USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 839.50 feet (255.88 m) above sea level. The nearest populated place is Gerber (historical), approximately 0.5 miles to the SW.