Green’s Dictionary of Slang

hubcap biter n.

[? play on dog n.2 (1b)]

(Aus.) a woman who chooses the men she pursues on the basis of their cars.

[Aus]N. Keesing Lily on the Dustbin 89: There is no question that Karen is a ‘hubcap biter’ (girls who chase boys because of their cars).