IntroductionThe growing emphasis on sustainable practices in sports facilities highlights the need for advanced methodologies in environmental monitoring and sustainability assessment. This study presents a machine learning framework, EnviroNet, specifically developed for remote sensing-based environmental monitoring to evaluate sustainability and support climate action.MethodsEnviroNet incorporates spatial, temporal, and auxiliary data through a modular architecture consisting of the Spatial Fe