Seasonal variations in travel demand elasticity provide essential information for formulating efficient transportation regulations and ensuring sustainable urban growth. However, existing studies ignore the temporal dynamics of travel behavior, notably how fuel price sensitivity varies by season in metropolitan settings. This gap constrains policymakers’ capacity to formulate solutions that effectively tackle variable travel patterns and their consequences for congestion and emissions.