This post discusses recent improvements in alerting and algorithmic monitoring by Datadog. The new features aim to create smarter, more effective alerts. These include anomaly detection for metrics with natural fluctuations or changing baselines over time, APM service monitors that tie alerts directly to the health of specific services, composite monitors that trigger based on multiple indicators, and a zippy faceted monitor search for easier navigation through infrastructure issues.