Jive Records hoped the song would be released as the first single from the album, but Spears convinced them to release her collaboration with Madonna, "Me Against the Music".
11. septembra 2003 so potrdili, da bo pesem »Outrageous« ena izmde pesmi z albuma "In the Zone".