Gulfstream Park History. Located in Hallandale Beach, Florida, Gulfstream Park has been a premier Thoroughbred racetrack since 1939. Today, the track is more than just a racetrack, it includes a casino as well as a shopping mall and dining options. Gulfstream Park conducted its first four-day race meet in front of a crowd of 18,000.