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