At present, pancreatic cancer is a solid tumor with the worst prognosis. Compared with surgery and chemotherapy, radiotherapy plays an auxiliary role in the treatment of pancreatic cancer. In recent years, significant advances have been achieved in radiotherapy technology, which have been gradually applied in the diagnosis and treatment of pancreatic cancer. In this article, the progress in radiation therapy in the treatment of pancreatic cancer was reviewed, especially the clinical application of magnetic resonance imaging-guided radiation therapy in the treatment of pancreatic cancer, aiming to deepen the understand of the progress in radiation therapy for pancreatic cancer, and providing reference for improving the survival rate of pancreatic cancer patients.