Efficient spare part logistics are crucial for maintaining the operational readiness of marine vessels. To optimize this process, fleet managers must implement a robust system that ensures timely access to necessary parts, minimizing downtime and repair costs. Such can involve distributed inventory management, strategic procurement, and efficient