Efficient spare part logistics plays crucial for maintaining the operational readiness of marine vessels. To optimize this process, operators must implement a robust framework that ensures timely access to necessary parts, reducing downtime and repair costs. Such can involve decentralized inventory management, proactive procurement, and efficient