Taranenko () is a gender-neutral Ukrainian surname. Notable people with the surname include:
Iryna Taranenko-Terelia (born 1966), Ukrainian cross-country skier Ivan Taranenko (1912–1995), Soviet fighter pilot Leonid Taranenko (born 1956), Belarusian weightlifter
See also