In 1993 the Japanese band Yellow Magic Orchestra released a cover version of "Pocketful of Rainbows", sung in Japanese, as the last song in their final studio album Technodon. In later re-issues a version in English was added as a bonus track.
In the 1996 movie Jerry Maguire, director Cameron Crowe used an alternate version of "Pocketful of Rainbows", slightly faster than the original one used in G.I. Blues.