Drug shortages have long been a chronic challenge in global healthcare systems, threatening patient care and straining hospital resources. From manufacturing disruptions and supply chain inefficiencies to sudden demand surges and regulatory bottlenecks, the causes are diverse and complex. However, a new era of data-driven