Lathrop Gulch is a valley located in Asotin County, Washington. It appears on the Limekiln Rapids USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,898.98 feet (578.81 m) above sea level. The nearest populated place is Zindel (historical), approximately 1.1 miles to the N.