Efficient spare part logistics are crucial for maintaining the operational readiness of marine vessels. To optimize this process, shipyards must implement a robust framework that ensures timely access to necessary parts, reducing downtime and repair expenses. This can comprise decentralized inventory management, planned procurement, and efficient