"Hollywood" failed to enter the Billboard Hot 100 in the United States, or the Bubbling Under Hot 100 Singles chart.
On July 19, 2003, "Hollywood" debuted at its peak of number two in the UK Singles Chart, being kept from the top spot by "Crazy in Love" by Beyoncé Knowles [REF].