Efficient spare part logistics is 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, controlling downtime and repair expenses. It can involve centralized inventory management, strategic procurement, and efficient