A music video was released for the song and it was directed by Paul Hunter, who had previously worked with Jennifer Lopez for videos including her 2000 hit "Love Don't Cost a Thing". The plot of the video involves Jennifer Lopez eating a mysterious love cookie, and the next morning a mob of men go crazy for her, chasing her all over the city.
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BBC Music's Alex McApherson wrote that: "The woman who gave us the supreme millennial house of Waiting for Tonight will know her way around On the Floor and Papi, both apparent distillations of the trashy Miami house aesthetic that dominates pop these days." See more