Existing remote sensing datasets could not provide all land-atmosphere radiation/heat flux components while satisfying energy balances. This study generates the first data-driven datasets (2000–2020) based on our renewed Coordinated estimates of land Surface Energy Balance model, providing all high-accuracy components with perfect energy balance. This advancement enhances the study of Earth’s surface energy dynamics, enables better water management, and improves renewable energy planning.