This study demonstrates that hypoxia increases invasion across a cohort of human pancreatic cancer organoids and identifies the collagen-modifying enzyme P4HA1 as a driver of hypoxia-enhanced invasion. Here, P4HA1 is linked to pancreatic neoplasm.