At a large tech company, hardware failures were causing significant disruptions, wasting time and resources, and frustrating customers. A preemptive product had been developed to identify and address these failures, but its effectiveness needed validation. Data to analyze the situation was scarce, requiring an extensive collection process to understand the root causes and improve processes.