The rapper launched a contest on Walmart's Facebook page which will see him perform at the branch which receives the most votes.
However, David Thorpe and Jon Hendren of online comedy site Something Awful started an online campaign to "#ExilePitbull" by sending him to the most remote branch of Walmart in America.
"Pitbull is having a contest where he'll visit the local Walmart that gets the most FB Likes. [Hendren] and I are sending him to Kodiak, Alaska. Go to this page and enter zip code 99550," he told his Twitter followers.
Pitbull took the prank in good humour, tweeting: "I hear there's bear repellant at Kodiak, Alaska @walmartspecials @sheets #exilepitbull daleeeeeee!"
The Kodiak, Alaska branch currently has more votes in the contest than the population of the town.
Watch Pitbull's video for 'International Love' featuring Chris Brown below: