Jemelka is a Czech surname, its female form is Jemelková. Notable people with the surname include:
Miroslav Jemelka (1931–2021), Czechoslovak sprint canoeist Otto Jemelka (1914–2008), Czechoslovak modern pentathlete Václav Jemelka (born 1995), Czech footballer