Powder Mill Springs is a spring located in Warren County, Tennessee. It appears on the Cardwell Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,029.55 feet (313.81 m) above sea level. The nearest populated place is Groves (historical), approximately 0.6 miles to the W.