Also that month, Fat Joe was featured in the DJ Khaled singles "We Takin' Over" alongside Akon, T.I., Rick Ross, Birdman, and Lil Wayne and the remix to Khaled's "I'm So Hood" with Lil Wayne, Young Jeezy, Rick Ross, Busta Rhymes, Big Boi, Ludacris, and Birdman.
В июне 2007 года, Fat Joe участвует в записи сингла "We Takin' Over" от DJ Khaled вместе с Akon, T.I., Rick Ross, Birdman, и Lil Wayne, а также ремикса на трек Khaled'а "I’m So Hood" с Lil Wayne, Young Jeezy, Rick Ross, Busta Rhymes, Big Boi, Ludacris, и Birdman.