Producing more food with reduced environmental impact remains a critical challenge. Previous agricultural management strategies have predominantly emphasized crop varieties, fertilization and irrigation, often requiring substantial resource inputs and technical expertise. However, the role of crop canopy architecture, which remarkably influences plant growth and ecosystem processes, has been largely overlooked. Here we integrate satellite-based and field observations to assess the global impacts of canopy architecture on crop yield and nitrous oxide (N