McEleney is a surname. Notable people with the surname include:

John J. McEleney (1895–1986), American Catholic prelate and academic Justine McEleney (born 1994), British beauty pageant winner Patrick McEleney (born 1992), Irish footballer Shane McEleney (born 1991), Irish footballer