Karl Johan Valdemar "Valle" Rautio (4 January 1921 – 5 September 1973) was a Finnish athlete who competed in the 1948 Summer Olympics and in the 1952 Summer Olympics.
Rautio earned a gold medal in the 1946 European Athletics Championships, in the Triple Jump.