Efficient spare part logistics plays crucial for maintaining the operational readiness of marine vessels. To optimize this process, operators must implement a robust strategy that provides timely access to necessary parts, controlling downtime and repair expenditures. Such can involve decentralized inventory management, strategic procurement, and