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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
- Sokol Gjoka, Albanian diplomat