The KR-GEARs platform developed by the Korean Register is a pivotal tool for efficiently managing high-quality data. This platform rigorously collects, analyzes, and stores ship operation data, playing a significant role in greenhouse gas regulation compliance and environmental protection. It ensures data accuracy and reliability and contributes to maximizing operational efficiency and developing eco-friendly operational methods through the utilization of cutting-edge monitoring and prediction features. As a result, the KR-GEARs platform is recognized as a crucial tool in strengthening the sustainability of the maritime industry and fulfilling environmental responsibilities.