Predictive System Failure Prevention Ecosystem

Create an advanced system failure prevention platform that uses machine learning and historical data to predict and prevent potential infrastructure and application failures before they occur. The solution should implement comprehensive anomaly detection, provide predictive maintenance recommendations, and enable proactive risk mitigation. Include a detailed architecture showing how predictive models would integrate with monitoring systems.