In March 2020, the first known cases of the COVID-19 pandemic, caused by the respiratory virus SARS-CoV-2, occurred in European countries (JHUM, 2020;Ritchie et al., 2020). Since that time, scientists from many fields have been trying to understand conditions that lead some areas to have rampant COVID-19 outbreaks while other areas are spared. Identifying which areas have higher versus lower overall COVID-19 spread and unraveling factors that differ between them can help health care decision makers to better understand and prepare for future waves of the pandemic. In this study, we examine how two environmental factors, Köppen-Geiger climate zones and the Continentality Index, relate to total COVID-19 incidence between March 2020 and July 2021 in municipalities and counties in 5 European countries (Norway, Sweden, Germany, Italy, and Spain) while statistically controlling for crowding.