Columbia Ridge is a ridge located in Lumpkin County, Georgia. It appears on the Neel Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,299.87 feet (701.00 m) above sea level. The nearest populated place is Walnut (historical), approximately 1.6 miles to the ENE.