Pleasure Bay is a bay located in Monmouth County, New Jersey. It appears on the Long Branch West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -2.62 feet (-0.80 m) above sea level. The nearest populated place is Sands Point, approximately 0.4 miles to the SSW.