Efficient spare part logistics plays crucial for maintaining the operational readiness of marine vessels. To maximize this process, shipyards must implement a robust framework that provides timely access to necessary parts, minimizing downtime and repair costs. It can comprise centralized inventory management, proactive procurement, and efficient