Jazz singer Marion Montgomery (Maud Runnells) was first to record "That's Life" (Kay - Gordon) as a single for Capitol in 1964.

In 1969 composer Kelly Gordon released the song as a single.

Chairman of the Board, Frank Sinatra's excellent top five cover came in 1966 and is featured on the album of the same name.