For Netdata alternatives, run the candidate on a representative host and observe both normal load and failure.
- Compare auto-discovered metrics, collection overhead, and update interval.
- Trigger safe CPU, memory, and disk pressure; inspect alerts and dashboards.
- Stop collection and confirm the absence of data is signaled.
- Check remote access, authentication, retention, and multi-host navigation.
- Export metrics or alerts into the team's existing incident workflow.
Monitoring that silently stops is worse than a noisy graph. Test agent health as a first-class signal.