Cloud environments make resilience more challenging because of the sharing of non-virtualised resources, frequent reconfigurations, and cyber attacks on these flexible and dynamic systems. We present a Cloud Resilience Management Framework (CRMF), which models and then applies an existing resilience strategy in a cloud operating context to diagnose anomalies. The framework uses an end-to-end feedback loop that allows remediation to be integrated with the existing cloud management systems. We demonstrate the applicability of the framework with a use-case for effective cloud resilience management.