Harper Bayou is a gut located in Madison County, Louisiana. It appears on the Mound USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 75.40 feet (22.98 m) above sea level. The nearest populated place is Bedford, approximately 3.4 miles to the ESE.