The global marine industry relies heavily on a well-structured and efficient spare parts logistics network. Vessels operating worldwide require timely access to critical components for maintenance. This intricate system involves a complex interplay of manufacturers, distributors, and end-users. Effective global marine spare parts logistics promotes