Efficient spare part logistics is crucial for maintaining the operational readiness of marine vessels. To maximize this process, shipyards must implement a robust framework that ensures timely access to necessary parts, reducing downtime and repair expenditures. Such can include centralized inventory management, planned procurement, and efficient