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