Kanye West, Busta Rhymes, Ashanti, DJ Khaled, Roscoe Dash, Miguel and Jadakiss appear in the three-minute music video, filmed in Brooklyn by Hype Williams.
"And even if she's all about the money I don't really care/ I got a lot of money it's enough of it that we can share/ You're still my pride and joy," the song begins.
Fat Joe released his last album The Darkside Vol 1 in 2010, which also featured Busta Rhymes.
In January, Fat Joe reportedly split with his wife Lorena Cartagena amid claims that he was cheating with a woman from Dubai for over a year.
Cartagena discovered about the alleged affair when she found a photo of Fat Joe and the Dubai woman on his phone.
The couple have a 5-year-old daughter together.