The abdominal wall blood supply is primarily derived from the superior and inferior epigastric arteries, which are branches of the internal thoracic and external iliac arteries, respectively. This vascular network is crucial for providing oxygen and nutrients to the abdominal muscles and overlying skin, and plays a significant role in surgical procedures and wound healing.