An embodiment method includes providing a wafer including a first integrated circuit die, a second integrated circuit die, and a scribe line region between the first integrated circuit die and the second integrated circuit die. The method further includes forming a kerf in the scribe line region and after forming the kerf, using a mechanical sawing process to fully separate the first integrated circuit die from the second integrated circuit die. The kerf extends through a plurality of dielectric layers into a semiconductor substrate.