Coal Bank Spring is a spring located in Powder River County, Montana. It appears on the Goodspeed Butte USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,733.78 feet (1,138.06 m) above sea level. The nearest populated place is Sayle, approximately 4.0 miles to the SSE.