Matsuno (written: 松野 lit. "pine field") is a Japanese surname. Notable people with the surname include:
Akemi Matsuno (松野 明美) (born 1968), Japanese long-distance runner
Matsuno Chikanobu (松野 親信), Japanese painter
Hirokazu Matsuno (松野 博一) (born 1962), Japanese politician
Nobuo Matsuno (松野 信夫) (born 1951), Japanese politician
Raizo Matsuno (松野 頼三) (1917–2006), Japanese politician
Rina Matsuno (松野 莉奈) (1998-2017), Japanese idol
Shuji Matsuno (松野 修二) (born 1963), Japanese badminton player
Taiki Matsuno (松野 太紀) (born 1967), Japanese voice actor
Yorihisa Matsuno (松野 頼久) (born 1960), Japanese politician
Yasumi Matsuno (松野 泰己) (born 1965), Japanese video game designer