Estelle Spring is a spring located in Whitfield County, Georgia. It appears on the Cohutta USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 818.46 feet (249.47 m) above sea level. The nearest populated place is Mills (historical), approximately 0.4 miles to the NE.