This Guidance demonstrates how telecom operators can use Amazon CloudWatch to better monitor key performance indicators (KPIs) for their hardware devices, endpoints, services, and software that often have many unique values, or high-cardinality. CloudWatch anomaly detection applies statistical and machine learning algorithms to CloudWatch metrics, calculates normal baselines, and surfaces anomalies with minimal user intervention.