Datadog collects infrastructure metrics, logs, traces, and other signals so teams can investigate services and configure alerts.
Alternatives to Grafana
Start with the layer you are replacing. Grafana may be only the visualization layer, part of a self-managed observability stack or a managed service. Replacing it can affect data sources, dashboards, alerts and ownership of telemetry storage.
Before changing tools
Compare the complete incident workflow: collection, storage, dashboards, alerting, access control and recovery. Run a representative workload before estimating migration effort or cost.
Use the profile fields below as a starting point, then confirm current capabilities, migration paths, licensing and pricing in the official documentation.
Zabbix monitors servers, network devices, applications and cloud services using agents, SNMP, and other collection methods, with built-in alerting, templates, and high-availability clustering.
New Relic brings application, infrastructure and log signals into observability workflows.
Run the same test for every candidate
- Record the current workload, scale, integrations, access rules and recovery target.
- Import representative data and reproduce one critical end-to-end workflow.
- Force an integration failure, restore from backup and test a complete export.
- Measure operator time, infrastructure, license assumptions and support needs.
- Score every candidate against the published criteria and keep rollback evidence.
Test the change before committing
Migration and rollback
Inventory data, configuration, identities and integrations. Time a representative export, import and rollback before choosing a cutover plan.
Security and operations
Compare access controls, audit logs, update ownership, backup recovery, observability and the work required during an incident.
Total cost
Model licenses, infrastructure, data transfer, support and operator time at production scale. Record plan limits and renewal assumptions.
Technical shortlist
Datadog
A managed observability platform for teams that want integrated telemetry and broad infrastructure integrations.
Limits to confirm
- Confirm data location, export and exit terms because self-hosting is not recorded.
- Test API coverage, authentication, rate limits and failure handling.
- Review license, renewal and portability terms because an open-source license is not recorded.
Zabbix
A self-hosted monitoring system suited to mixed servers and network devices, with discovery and template-driven operations.
Limits to confirm
- Self-hosting shifts upgrades, backups and incident response to your team.
- Test API coverage, authentication, rate limits and failure handling.
- Confirm the exact license and support boundary for deployed components.
New Relic
A managed full-stack observability platform to evaluate against the same telemetry and user assumptions as the current stack.
Limits to confirm
- Confirm data location, export and exit terms because self-hosting is not recorded.
- Verify automation requirements because an API is not recorded in the profile.
- Review license, renewal and portability terms because an open-source license is not recorded.
Official sources and directory fields checked on . Recheck current release notes, prices and plan limits before procurement.
Keep the current option in the proof of concept
A replacement decision should use the same workloads, failure tests and cost assumptions for every candidate.
Review the Grafana profile →Compare these tools →