Monitoring tool

Aspect SigNoz OpenObserve VictoriaMetrics-K8s-Stack Kube-Prometheus-Stack
Type Observability Platform Observability Platform Metrics Storage and Monitoring Comprehensive Monitoring Stack
Focus Metrics, Logs, Traces Logs, Metrics, Traces Metrics (scalable time-series DB) Metrics (Prometheus-based)
Backend ClickHouse Apache Arrow VictoriaMetrics Prometheus
Scope Application-level + K8s monitoring End-to-end observability Metrics for K8s and beyond Kubernetes-specific monitoring
Scalability Moderate to High High Very High High
Ease of Setup Easy Easy Moderate Moderate
Dashboards Built-in (APM + K8s) Built-in Grafana (requires setup) Predefined Grafana Dashboards
Prometheus Integration Partial (via OpenTelemetry) Full Full Native
Traces Supported Supported Not supported Requires external (e.g., Jaeger)
Logs Supported Supported Not supported Requires external (e.g., Loki)
Use Cases Full-stack observability for apps Cost-effective unified monitoring Large-scale metrics storage Kubernetes monitoring and alerting