"Bye Bye Baby" was the final song to receive single treatment from Madonna's Erotica album, and was never released in the U.S. The remixes don't differ too much from the original album version, which is the best version of the song. There are a couple of hip-hop mixes, which consist of little more than a few extra beats and horns thrown into the original mix. The "Madonna's Night on the Club" is probably the most interesting mix here, featuring swirling organs and guitar effects set against an early-'90s house beat. The single is fun for collectors, and seven versions does make for a good deal, but the mixes don't stand out as much as they could, making this one of her least essential singles.
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AllMusic Review by Jose F. Promis