The song begins with a clapping sound, following Lady Gaga chanting "heavy metal lover" in an Auto-Tuned voice.
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Sal Cinquemani of Slant Magazine called "Heavy Metal Lover" an anthem for "the typically flouted watersports-enthusiast community".
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According to the sheet music published on Musicnotes.com by Sony/ATV Music Publishing, It has a tempo of 116 beats per minute.
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