Aboutaleb is an Arabic surname. Notable people with the surname include:
A. A. AbouTaleb, Egyptian squash player Ahmed Aboutaleb (born 1961), Dutch-Moroccan politician and mayor of Rotterdam Parviz Aboutaleb (1942–2020), Iranian football player and manager Saeid Aboutaleb (born 1969), Iranian documentary filmmaker and politician