In immunocompetent syngeneic mouse models of pancreatic cancer, ATM inhibitor enhanced radiation-induced antitumoral immune responses and sensitized tumors to anti–PD-L1, producing immunogenic memory and durable tumor control. Here, ATM is linked to familial pancreatic carcinoma.