Çitaku is an Albanian surname. Notable people with the surname include:

Gazmend Çitaku (born 1970), Albanian Montenegrin photographer, publisher, and librarian Gentrit Citaku (born 1996), Swedish footballer Ramadan Çitaku (1914–1990), Albanian politician Vlora Çitaku (born 1980), Kosovar-Albanian politician and diplomat