Efficient spare part logistics plays 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, minimizing downtime and repair costs. Such can comprise centralized inventory management, strategic procurement, and effici