Anomaly Detection Simplified: Leveraging Welford's Algorithm and Key-Value Stores

This approach demonstrates that sophisticated anomaly detection doesn't require complex machine learning infrastructure or high computational overhead. By combining Welford's algorithm for incremental statistics with lightweight key-value storage, developers can build production-grade anomaly detection systems with minimal dependencies, making advanced monitoring accessible to organizations of any size.