Abstract Chronic pancreatitis (CP) is a complex disease with genetic and environmental factors at play. Through trio exome sequencing, a de novo SEC16A frameshift variant in a Chinese teenage CP patient is identified. Subsequent targeted next‐generation sequencing of the SEC16A gene in 1,061 Chinese CP patients and 1,196 controls reveals a higher allele frequency of rare nonsynonymous SEC16A variants in patients (4.90% vs 2.93%; odds ratio [OR], 1.71; 95% confidence interval [CI], 1.26–2.33). Similar enrichments are noted in a French cohort (OR, 2.74; 95% CI, 1.67–4.50) and in a biobank meta‐analysis (OR, 1.16; 95% CI, 1.04–1.31). Notably, Chinese CP patients with SEC16A variants exhibit a median onset age 5 years earlier than those without (40.0 vs 45.0; p = 0.012). Functional studies using three CRISPR/Cas9‐edited HEK293T cell lines show that loss‐of‐function SEC16A variants disrupt coat protein complex II (COPII) formation, impede secretory protein vesicles trafficking, and induce endoplasmic reticulum (ER) stress due to protein overload. Sec16a +/− mice, which demonstrate impaired zymogen secretion and exacerbated ER stress compared to Sec16a +/+ , are further generated. In cerulein‐stimulated pancreatitis models, Sec16a +/− mice display heightened pancreatic inflammation and fibrosis compared to wild‐type mice. These findings implicate a novel pathogenic mechanism predisposing to CP.