Blue Spring is a spring located in Decatur County, Tennessee. It appears on the Perryville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 508.53 feet (155.00 m) above sea level. The nearest populated place is Largo, approximately 2.1 miles to the NNW.