Self-Healing Infrastructure Monitoring Framework

Design a proactive infrastructure monitoring framework capable of not just detecting anomalies, but automatically diagnosing root causes and executing predefined remediation workflows. The system should integrate machine learning for predictive failure detection, support multi-cloud and hybrid environments, and provide granular, contextual alerting. Include detailed considerations for secure automation, rollback mechanisms, and human-in-the-loop intervention protocols.