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