Pine Grove Spring is a spring located in Cassia County, Idaho. It appears on the Sublett Reservoir USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,880.30 feet (1,792.32 m) above sea level. The nearest populated place is Sublett, approximately 4.1 miles to the SW.