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

Ernest Gjoka (born 1970), Albanian football coach Lola Gjoka (1910–1985), Albanian pianist Pjetër Gjoka (1912–1982), Albanian film and theatre actor Renis Gjoka (born 1987), Albanian singer and songwriter Sokol Gjoka, Albanian diplomat