Chelouche is a surname. Notable people with the surname include:
Aharon Chelouche, co-founder of Neve Tzedek, now part of Tel Aviv , Israeli diplomat Moshe Chelouche, Mayor of Tel Aviv Yoav Chelouche, Israeli businessman Yosef Eliyahu Chelouche, co-founder of Tel Aviv, entrepreneur, businessman and industrialist