Chocolate Bay is a bay located in Calhoun County, Texas. It appears on the Port Lavaca East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -0.36 feet (-0.11 m) above sea level. The nearest populated place is Alamo Beach, approximately 1.7 miles to the E.