Shitaye is an Ethiopian given name. Notable people with the name include:
Shitaye Alemu, Ethiopian physician and academic Shitaye Eshete (born 1990), Ethiopian-born Bahraini long-distance runner Shitaye Gemechu (born 1980), Ethiopian long-distance runner