The song is credited to Joe B. Mauldin, Holly's bass player; Norman Petty, his producer; and Nikki Sullivan, his sometime rhythm guitarist (who was not heard on the recording). There have long been questions about the songwriting credits assigned to the original songs Holly recorded, and Jerry Allison, his drummer, has gone on record stating that "I'm Gonna Love You Too" actually was written primarily by Holly, with Allison composing the bridge. Certainly the song sounds characteristic of the man who wrote "That'll Be the Day." It is another up-tempo number with an infectious tune and boastful lyrics that only thinly veil heartbreak.