Penny Lake is a reservoir located in Caldwell County, Missouri. It appears on the Nettleton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 936.61 feet (285.48 m) above sea level. The nearest populated place is Hamilton, approximately 2.3 miles to the WSW.