Herschelle Gibbs, the explosive South African opening batsman, earned the nickname 'Scooter' because he arrived at Western Province senior training sessions on a scooter. This quirky origin story made the nickname memorable and it stuck throughout his 14-year international career. 'Turbanator' refers to Harbhajan Singh, while 'Eliminator' and 'Car' are not associated with Gibbs.