Melka is a surname. Notable people with the surname include:
Antonín Melka (born 1990), Czech ice hockey player Elias Melka (1977–2019), Ethiopian record producer and songwriter James Melka (born 1962), American football player Michael Melka (born 1978), German footballer Philippe Melka, French-American winemaker