Global sales for "Greatest Hits: My Prerogative" stand at over five million units.
Na britanski glasbeni lestvici je kompilacija "Greatest Hits: My Prerogative" debitirala na drugem mestu, takoj za Eminemovim albumom "Encore", with first-week sales of 115,341 units.