She was one of the first Muslim women representing an Arabian Peninsula country to swim in the Olympic Games, when she swam for Bahrain in the 50 metre freestyle at the 2004 Summer Olympics. The "New York Times" reported incorrectly that Bitar was "Bahrain's first female Olympic swimmer"; in fact, Fatema Gerashi had represented Bahrain in swimming at the Sydney Olympics four years earlier.