In the pursuit of operational excellence, this analysis focuses on optimizing pump performance to mitigate prolonged shutdowns and revenue loss. By implementing scalable, maintainable, and repeatable monitoring approaches, it aims to enhance economic performance, safety, reliability, and compliance. Identifying failure events and their durations facilitates timely corrective actions, enabling organizations to evaluate performance and minimize operating costs while ensuring operational continuity and regulatory adherence.