A Charlie Brown Valentine was the first Peanuts special to be produced after the death of Peanuts creator Charles M. Schulz in 2000.
The bulk of the music score is classic melodies composed by Vince Guaraldi, some tunes which had only been utilized once ("Heartburn Waltz").