"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, Fabolouschanged his mind because of the positive response he got from fans on Twitter.
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 for Chaproductions. The remix was released on iTunes on August 18 in a digital 45 format, also including the original version as a B-side.