According to the sheet music published at Musicnotes.com by Hal Leonard Corporation, "Me Against the Music" is set in a moderate dance beat, with a tempo of 120 beats per minute.
Britney Spears in Madonna med pesmijo izmenično pojeta verze, del pesmi pa Madonna zapoje samostojno.