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 guarantees timely access to necessary parts, reducing downtime and repair expenditures. Such can involve decentralized inventory management, proactive procurement, and e