"All I Do Is Dream of You" (music by Nacio Herb Brown, lyrics by Arthur Freed), sung by Judy Garland, was filmed but then deleted from the release print. The audio has been issued on a 1996 Rhino double CD titled "Judy Garland: Collectors' Gems from the M-G-M Films."
"Bud's Won't Bud" (music by Harold Arlen, lyrics by E.Y. Harburg), sung by Judy Garland, was prerecorded, possibly filmed but not used in the release print. For years, only a partial prerecording was thought to remain until the full recording was discovered and released in 2006 on Rhino's "That's Entertainment", CD box set. The tune, intended for 'Hannah Williams (I)' to sing in the 1937 Broadway musical "Hooray for What!" had been dropped out of town. Finally, in the Jeanette MacDonald vehicle Cairo, "Buds Won't Bud" was presented on-screen, sung by Ethel Waters.
The ninth of sixteen Andy Hardy films starring Mickey Rooney, the second pairing of Mickey with Judy Garland.
The picture on "last year's" high school magazine that is shown is that of Lana Turner, who was in the Hardy Family series movie, Love Finds Andy Hardy. The character she played, Cynthia Potter, is also mentioned.