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The soundtrack was produced by Lennie Hayton, who also conducted the MGM Studio Orchestra and Chorus for the film. The album was released in 1947 and was MGM Records' first soundtrack album. Due to the limitations of the 78-rpm format, the songs were abridged versions of those heard in the film. The album was re-released by MGM Records over the years, and Judy Garland's two numbers represented here would be included in most of the compilations of songs from her films.
Upon its release, the soundtrack received positive reviews for its performances and the quality of the recordings. The film itself was noted for its lavish musical numbers, though some critics felt the story was lackluster.