Background: Pancreatic cancer ranks as the 3^rd leading cause of cancer mortality. Overall more than 50% of patients have metastatic disease at diagnosis. In this study, we evaluated the association between the national level Environmental Quality Index (EQI) and metastatic pancreatic cancer in the US. Methods: Adult patients with pancreatic cancer in the SEER database from 2010-2016 were included in this study. The unknown stage was excluded. Patients were categorized into two groups: metastatic vs. non-metastatic disease. EQI provides county-level environmental quality data from 2005-2010 and presents five domains (built, sociodemographic, air, water, land). EQI was categorized into quintiles, with the 5^th quantile representing a poorer environmental quality. We used the multivariable logistic regression analysis to assess the association between EQI quintiles and metastatic pancreatic cancer adjusting by age, gender, and race (White, Black, and Others). In addition, the SEER*Stat was used to evaluate the age-adjusted incidence rate, and the correlation coefficient between EQI domains and incidence rate was calculated. Results: A total of 75,461 pancreatic cancer patients were included; 55% had metastatic disease. In the adjusted multivariable analysis, metastatic pancreatic cancer was associated with poor built EQI (OR 1.06 [1.01-1.11]). Among metastatic pancreatic cancer patients, poor overall EQI was strongly associated with age > 50 years (OR 1.06 [1.01-1.11]) and Black race (OR 1.29 [1.10-1.51]). Lower built EQI domain was associated with > 50 (OR 1.07 [1.02-1.12]) and White race (OR 1.07 [1.02-1.12]). The incidence rate of metastatic pancreatic cancer was positively correlated with total EQI (rho = 0.02, p < 0.001), sociodemographic EQI (rho = 0.23, p < 0.001), land EQI (rho = 0.14, p < 0.001), and air EQI (rho = 0.34, p < 0.001). Conclusions: Using population-based environmental data, we found built EQI to be associated with metastatic pancreatic cancer. Among metastatic pancreatic cancer patients, total environmental quality was associated with older age at diagnosis and the Black race, while built EQI domain was associated with older age at diagnosis and the White race. Environmental quality was positively correlated with the incidence rate of metastatic pancreatic cancer.