Teams preferring Grafana, Prometheus, Loki, Tempo and open telemetry patterns.
Cardinality, retention and collection architecture still need design.
Reviewed 2026-10-04 · Observability platforms
Grafana CloudvsNew Relic
A decision guide for teams choosing an operating model—not a feature-count contest. Validate current limits and pricing in the linked product documentation before committing.
01 / Short answer
Choose for the constraint you cannot ignore.
Grafana Cloud: Teams preferring Grafana, Prometheus, Loki, Tempo and open telemetry patterns.
New Relic: Teams wanting integrated application performance and telemetry analysis.
02 / Decision matrix
The operating differences.
| Criterion | Grafana Cloud | New Relic |
|---|---|---|
| Operating model | Managed observability built around Grafana and open telemetry backends. | Managed observability platform for application, infrastructure, logs and browser telemetry. |
| Best fit | Teams preferring Grafana, Prometheus, Loki, Tempo and open telemetry patterns. | Teams wanting integrated application performance and telemetry analysis. |
| Main trade-off | Cardinality, retention and collection architecture still need design. | Data ingest and user model should be tested against expected usage. |
| Pricing basis | Telemetry usage and service tier | Data ingest, users and service tier |
| Portability lens | Most value comes from its own platform integration; price migration explicitly. | Most value comes from its own platform integration; price migration explicitly. |
03 / Selection test
Run a proof of operation, not a polished demo.
The test should include deployment, identity, telemetry, failure recovery and one real policy requirement. A happy-path deployment cannot expose day-two cost.
- 01Telemetry model
Test this with one representative workload and record the operational owner, failure path and exit cost.
- 02Managed operations
Test this with one representative workload and record the operational owner, failure path and exit cost.
- 03Cloud integration
Test this with one representative workload and record the operational owner, failure path and exit cost.
- 04Query experience
Test this with one representative workload and record the operational owner, failure path and exit cost.
- 05Cost controls
Test this with one representative workload and record the operational owner, failure path and exit cost.
Teams wanting integrated application performance and telemetry analysis.
Data ingest and user model should be tested against expected usage.
The responsibility boundary is explicit.
Name which system owns identity, deployment, policy, telemetry and recovery. If both appear to own the same decision, simplify.
04 / Due diligence
Verify before signing or migrating.
- Current regional availability, limits and deprecation policy.
- Total cost at expected usage, including data, support and operations.
- Identity, audit-log and private-network requirements.
- Backup, export and exit path for configuration and data.
- Skills required for upgrades, incidents and policy exceptions.
Related comparisons
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