Efficient spare part logistics plays crucial for maintaining the operational readiness of marine vessels. To enhance this process, operators must implement a robust strategy that provides timely access to necessary parts, reducing downtime and repair expenses. This can involve decentralized inventory management, planned procurement, and efficient