Efficient spare part logistics is crucial for maintaining the operational readiness of marine vessels. To enhance this process, shipyards must implement a robust framework that ensures timely access to necessary parts, controlling downtime and repair expenditures. Such can comprise decentralized inventory management, proactive procurement, and ef