Tanner Cove is a valley located in Union County, Georgia. It appears on the Mulky Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,980.13 feet (603.54 m) above sea level. The nearest populated place is Pleasant Grove, approximately 1.4 miles to the N.