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