DJ Pauly D and Aubrey O'Day are getting serious. Paul "DJ Pauly D" Delvecchio and Aubrey O'Day are "stronger than ever. " After meeting and falling for one another during production on Famously Single, Delvecchio and O'Day hit a rough patch, but luckily, they've come out on the other side.