We have carefully reviewed the article by Calabria et al., published in the European Journal of Internal Medicine [1]. This study, based on a comprehensive database analysis, highlights the significant association between chronic obstructive pulmonary disease (COPD) exacerbations and an increased risk of cardiovascular events, offering valuable clinical insights. However, while acknowledging the authors’ contributions, we would like to propose several considerations and suggestions for further refinement.