Efficient spare part logistics are crucial for maintaining the operational readiness of marine vessels. To enhance this process, shipyards must implement a robust system that ensures timely access to necessary parts, reducing downtime and repair costs. Such can involve decentralized inventory management, proactive procurement, and efficient distr