 In the same year John Serry Sr. arranged and recorded the song for his swing jazz accordion ensemble for radio broadcasts on NBC.Connie Francis recorded the song in 1958 for inclusion in her first MGM studio album "Who's Sorry Now"

Many Jazz musicians recorded "My Melancholy Baby", or used its harmonic sequence to improvise