Pancreatic ductal adenocarcinoma (PDAC) is usually detected late in the disease process. Clinical work-up through imaging and tissue biopsies is often complex and expensive due to a paucity of reliable biomarkers. Here, we used an advanced multiplexed plasmonic assay to analyze circulating, tumor-derived extracellular vesicles (tEV) in over 100 clinical populations. Using EV based protein marker profiling, we identified a signature of 5 markers (PDACEV signature) for PDAC detection. In our prospective cohort, the accuracy for the PDACEV signature was 84% (95% confidence interval, CI: 69–93%), but only 63–72% for single marker screening. GPC1 alone had a sensitivity of 82% (CI: 60–95%) and a specificity of 52% (CI: 30–74%) while the PDACEV signature showed a sensitivity of 86% (CI: 65–97%) and a specificity of 81% (CI: 58–95%). We show that the PDACEV signature of tEV offered higher sensitivity, specificity, and accuracy than existing serum (CA 19-9) or single tEV marker analyses. This approach should enhance the diagnosis of pancreatic cancer.