This study investigates the issue of electronic product obsolescence, focusing on Intel processors within Orange’s data centers. As digitization advances, managing stock and addressing supply chain disruptions become critical, particularly when dealing with the obsolescence of key components like servers. A proactive approach to obsolescence management is explored, emphasizing the importance of predicting the life cycle of server components to ensure operational continuity. The research highlights the use of advanced predictive techniques, specifically transformers, to forecast the life cycles of electronic devices. The study aims to provide insights into mitigating the risks associated with obsolescence, thereby aiding in the formulation of effective long-term strategies for maintaining and managing essential electronic components.