Overlap
Metrics for Multi-platform
Metrics tools that run on Multi-platform. The Catch for each, not a winner list.
5 tools · the Catch, not a ranking
- GrafanaDashboards for everything observable
Dashboard sprawl becomes a maintenance burden. Learning PromQL or LogQL takes time. Self-hosting requires infrastructure.
- PrometheusTime-series metrics for cloud-native
Single-node storage limits scale. PromQL has a learning curve. High cardinality labels cause problems.
- DatadogUnified observability platform
Expensive at scale—costs surprise teams. Vendor lock-in is significant. Feature creep makes the platform complex.
- VictoriaMetricsApache-2.0 Prom-compatible TSDB storage swap, not full APM UI
Storage/metrics engine - not Grafana/SigNoz APM UI. Downsampling, anomaly detection (vmanomaly), and advanced multi-tenant stats/rate-limit bits are Enterprise. Distinct from Prometheus encyclopedia and SigNoz all-in-one.
- BeszelMIT lightweight server + Docker monitoring — PocketBase hub, tiny agents, alerts
Fixed set of host and container metrics, not a general metrics platform: no PromQL, no custom app metrics, no logs or traces. The hub is one PocketBase (SQLite) app, so think small fleets, not hundreds of nodes with long high-resolution retention. The agent needs host access (and the Docker/Podman socket for container stats), so scope it like any privileged daemon. Vs Uptime Kuma (endpoint uptime), Dozzle (container logs) and Prometheus + Grafana (full metrics stack): Beszel is the resource-history-and-alerts middle seat.