Efficient spare part logistics is crucial for maintaining the operational readiness of marine vessels. To enhance this process, shipyards must implement a robust framework that ensures timely access to necessary parts, reducing downtime and repair expenditures. It can include decentralized inventory management, strategic procurement, and efficien