Mission Bay was a census-designated place and current unincorporated place west of Boca Raton in Palm Beach County, Florida, United States. The population was 2,926 at the 2000 census. Mission Bay is located at 26°21′59″N 80°13′0″W / 26.36639°N 80.21667°W.