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