In the dynamic realm of technology, proactive software maintenance emerges as a cornerstone for safeguarding system health and ensuring optimal performance. Unlike reactive approaches that address issues only after they arise, proactive maintenance involves implementing strategies to prevent potential problems before they impact operations. By cond