Paine Spring is a spring located in Cascade County, Montana. It appears on the Monarch USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,644.51 feet (1,415.65 m) above sea level. The nearest populated place is Monarch, approximately 1.3 miles to the NNW.