Efficient spare part logistics are crucial for maintaining the operational readiness of marine vessels. To enhance this process, shipyards must implement a robust framework that guarantees timely access to necessary parts, reducing downtime and repair expenses. It can include decentralized inventory management, strategic procurement, and efficien