Pearl Spring is a spring located in Stewart County, Tennessee. It appears on the Standing Rock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 423.87 feet (129.20 m) above sea level. The nearest populated place is Asbury, approximately 2.7 miles to the E.