This study investigates the mechanization of straw baling in sports facility land management, focusing on its potential to enhance sustainable agricultural practices within the sports industry. The research highlights how straw baling mechanization technology can streamline the collection, treatment, and utilization of straw, significantly reducing environmental impact and supporting low-carbon operations in sports facility environments. By examining methods for converting straw into reusable materials, such as fuel, the study proposes solutions that not only manage agricultural by-products efficiently but also contribute to the sustainability goals of sports organizations. This approach aids in the development of a coordinated national strategy for carbon accounting in straw usage, positioning sports facilities as leaders in environmental stewardship and innovative resource management