In Australia, "Me Against the Music" debuted at number one on November 17, 2003, replacing Kylie Minogue's "Slow", and remained at the top for two weeks.
Po podatkih organizacije Nielsen Soundscan je singl prodal 60.000 fizičnih izvodov in 250.000 digitalnih kopij.