Functionally characterizing the genetic alterations that drive pancreatic cancer is a prerequisite for precision medicine. Here, we performed somatic CRISPR/Cas9 mutagenesis screens to assess the transforming potential of 125 recurrently mutated pancreatic cancer genes, which revealed USP15 and SCAF1 as novel pancreatic tumor suppressors. Mechanistically, we found that USP15 functions in a haplo-insufficient manner and that loss of USP15 or SCAF1 leads to reduced inflammatory TNFα, TGF-β and IL6 responses and increased sensitivity to PARP inhibition and Gemcitabine. Furthermore, we found that loss of SCAF1 led to the formation of a truncated, inactive USP15 isoform at the expense of full-length USP15, functionally coupling SCAF1 and USP15. Notably, USP15 and SCAF1 alterations are observed in 31% of pancreatic cancer patients. Our results highlight the utility of in vivo CRISPR screens to integrate human cancer genomics and mouse modeling for the discovery of novel cancer driver genes with potential prognostic and therapeutic implications.