Efficient spare part logistics plays crucial for maintaining the operational readiness of marine vessels. To maximize this process, fleet managers must implement a robust framework that guarantees timely access to necessary parts, reducing downtime and repair costs. This can involve decentralized inventory management, proactive procurement, and e