Reviewed 2026-10-04 · Observability platforms

Grafana CloudvsAmazon CloudWatch

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.

Amazon CloudWatch: AWS estates wanting provider-native telemetry and automation integration.

02 / Decision matrix

The operating differences.

CriterionGrafana CloudAmazon CloudWatch
Operating modelManaged observability built around Grafana and open telemetry backends.AWS-native metrics, logs, alarms, traces and operational dashboards.
Best fitTeams preferring Grafana, Prometheus, Loki, Tempo and open telemetry patterns.AWS estates wanting provider-native telemetry and automation integration.
Main trade-offCardinality, retention and collection architecture still need design.Cross-account design, log volume and query costs require governance.
Pricing basisTelemetry usage and service tierMetrics, logs, queries, alarms and related usage
Portability lensMost 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.

  1. 01
    Telemetry model

    Test this with one representative workload and record the operational owner, failure path and exit cost.

  2. 02
    Managed operations

    Test this with one representative workload and record the operational owner, failure path and exit cost.

  3. 03
    Cloud integration

    Test this with one representative workload and record the operational owner, failure path and exit cost.

  4. 04
    Query experience

    Test this with one representative workload and record the operational owner, failure path and exit cost.

  5. 05
    Cost controls

    Test this with one representative workload and record the operational owner, failure path and exit cost.

Choose Grafana Cloud when

Teams preferring Grafana, Prometheus, Loki, Tempo and open telemetry patterns.

Cardinality, retention and collection architecture still need design.

Choose Amazon CloudWatch when

AWS estates wanting provider-native telemetry and automation integration.

Cross-account design, log volume and query costs require governance.

Use both only when

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.

Need the decision tested in your environment?

Gritt can run the proof of concept, map the security boundary and cost the operating model.

Compare with your workload →