Little Bean Lake is a lake located in Platte County, Missouri. It appears on the Atchison East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 775.26 feet (236.30 m) above sea level. The nearest populated place is Sugar Lake, approximately 1.0 miles to the NE.