Su Chia-fu () is a Taiwanese politician.
Su was elected to the National Assembly in 1996. He was appointed to the Legislative Yuan on 2 June 2004 to replace Chen Chung-hsin on the Democratic Progressive Party list. Su's brothers include Su Chia-chuan and Su Chia-chyuan.