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

Luigi Zaninelli (born 1932), Italian-American composer Marco Zaninelli (born 1977), Italian footballer Sergio Zaninelli (1929–2025), Italian academic Silvio Zaninelli (1913–1979), American football player