"Throw It in the Bag" is the first single from Fabolous' album Loso's Way. The song features The-Dream. The song leaked in March, and it was initially not supposed to be the lead single, but after the leak, Fabolous changed his mind because of the positive response he got from fans on Twitter.
The video for "Throw It In The Bag" was released on May 28, 2009, and was directed by Erik White. It features Claudia Jordan as a thief who is stealing from a jewelry store. Talking about Vazi A's character in the video, Fabolous says "I'm kinda feelin' cats. I'm feeling her integrity, I'm feeling her style, I'm feeling her going out and taking what she wants. By the end of the video, I'm kinda looking past her being this big thief, and maybe next time she throws things in the bag is because I'm buying it for her."Christina Milian (Dream's ex-wife), Irv Gotti, DJ Clue and Ryan Leslie all make cameo appearances in the video.
The video won for Best Viewer's Choice at the 2009 BET Hip Hop Awards and ranked at #24 on BET's Notarized Top 100 Videos of 2009 countdown.
The official remix of the song features rapper Drake. It is also accompanied by a new chorus and an entirely new beat. The new chorus is a sped up sample of "Fancy" off of The-Dream's second studio album, Love vs. Money. The only similarities are the subject matter and the line "Just throw it in the bag." It is produced by Shatek from Beats On Film. The remix was released on iTunes on August 18 in a digital 45 format, also including the original version as a B-side.