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

Irvin Ternström (1909–1975), Swedish sprinter Josef Ternström (1888–1953), Swedish runner Olov Ternström (1927–2001), Swedish diplomat Solveig Ternström (born 1937), Swedish actress and politician