Rainbow Gulch is a valley located in Baker County, Oregon. It appears on the Mormon Basin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,591.00 feet (1,399.34 m) above sea level. The nearest populated place is Cake (historical), approximately 1.1 miles to the WSW.