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AWS X-Ray vs Grafana Cloud Application Observability

AWS X-Ray logo

AWS X-Ray

7.1#6 in distributed tracing toolsFree plan
Free planWebAPILinuxmacOS
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What both publish

FactAWS X-RayGrafana Cloud Application Observability
Documentation depthThe API reference was updated October 7, 2026 and documents trace-management and service-map operations.The documentation covers setup, instrumentation, pricing, cost optimization, troubleshooting, APIs, SDKs, dashboards, integrations, and signal exploration.
Founded20062014
Instrumentation optionsApplications can send trace data to X-Ray using X-Ray SDKs, X-Ray APIs, AWS Distro for OpenTelemetry, or CloudWatch Application Signals.Supported approaches include Grafana Java and .NET distributions, upstream JavaScript/Python/PHP/Go SDKs, Beyla eBPF, and the OpenTelemetry Operator.
PurposeAWS X-Ray collects data about application requests and provides tools to view, filter, and analyze it to identify issues and optimization opportunities.Grafana Cloud Application Observability provides out-of-the-box application monitoring and uses OpenTelemetry and Prometheus data to support root-cause analysis.
Rating on G24.1 out of 5 from 16 reviews4.5 out of 5 from 209 reviews
Rating on Gartner Peer Insights4.3 out of 5 from 20 ratings4.6 out of 5 from 437 ratings
Rating on TrustRadius0 out of 10 from 0 reviews8.6 out of 10 from 173 reviews

AWS X-Ray plans

  • AWS X-Ray pay-as-you-goFree
  • Free tierFree
  • Usage above free tierFree

Grafana Cloud Application Observability plans

  • FreeFree
  • Pro$0.03 a month
  • EnterprisePriced on request

Pick AWS X-Ray if…

X-Ray suits teams tracing application requests across AWS services and other dependencies. It may also fit teams using OpenTelemetry, though AWS recommends migrating to OpenTelemetry as SDK and daemon releases are limited to security fixes beginning February 25, 2026.

Pick Grafana Cloud Application Observability if…

It suits software engineers who need to detect anomalies, investigate causes, and address application problems. Teams using OpenTelemetry or Prometheus can use its listed compatibility and Alloy pipelines.

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