Building fires pose a persistent threat to life, property, and infrastructure.A data-driven framework analyzes U.S. fire risks by integrating over one million fire incident reports with various datasets.Vulnerable communities face higher fire risks due to socioeconomic disparities and outdated or vacant buildings.Targeted interventions, such as mandating fire safety systems and providing subsidies, can enhance fire prevention and protect vulnerable groups.