Chattahoochee Bay is a bay located in Hall County, Georgia. It appears on the Flowery Branch USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,072.83 feet (327.00 m) above sea level. The nearest populated place is Olde Federal Pointe, approximately 0.8 miles to the NE.