Efficient spare part logistics plays crucial for maintaining the operational readiness of marine vessels. To maximize this process, shipyards must implement a robust system that guarantees timely access to necessary parts, minimizing downtime and repair expenditures. Such can include decentralized inventory management, proactive procurement, and