Efficient spare part logistics are crucial for maintaining the operational readiness of marine vessels. To maximize this process, operators must implement a robust system that guarantees timely access to necessary parts, controlling downtime and repair expenses. It can involve distributed inventory management, proactive procurement, and efficient