In the United Kingdom, "Greatest Hits: My Prerogative" debuted at number two behind Eminem's "Encore", with first-week sales of 115,341 units.
Album je prejel dvakratno platninasto certifikacijo s strani organizacije Australian Recording Industry Association (ARIA) za 140.000 prodanih kopij.