Pelka is a surname. People with the surname include:
- Adrian Pelka (born 1981), German footballer
- Daniel Pelka (2007–2012), child abuse victim
- Hartmut Pelka (1957–2014), German footballer
- Kazia Pelka (born 1962), English actress
- Valentine Pelka (born 1956), English actor