Monitoring

Monitoring subsystem collects metrics, traces, and logs from services, normalizes data, and stores it in a time-series database. It provides alerting rules, dashboards, and anomaly detection to surface issues proactively. Instrumentation is supported through SDKs, agent-based collectors, and exporters, enabling broad coverage with minimal impact. Health checks, SLA reporting, and performance analysis are facilitated through standardized queries and visualizations. The solution is designed to scale horizontally and support multi-tenant environments.