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 provides timely access to necessary parts, controlling downtime and repair expenses. Such can include decentralized inventory management, strategic procurement, and eff