Cherry Coulee is a valley located in Hill County, Montana. It appears on the Herron Park USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,515.68 feet (766.78 m) above sea level. The nearest populated place is Burnham, approximately 2.3 miles to the SSW.