Artificial intelligence is rapidly transforming how organizations manage digital operations. Machine learning models, predictive analytics, and generative AI systems are increasingly being applied to operational data to detect anomalies, correlate events, automate workflows, and improve service reliability. However, the success of AI-powered operations depends heavily on the quality and structure of the data these systems consume.