This service suits software engineers who need to detect application anomalies, investigate causes, and fix problems.
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Best Distributed Tracing Tools 2026
Facts read 19 Sep 2026 – 15 Oct 2026
Grafana Cloud Application Observability leads this list of 32 (record score 6.3, free plan). Uptrace is next (record score 6.3, free plan), and SigNoz is the next highest-placed with a free plan (record score 5.8).
Distributed tracing tools help teams follow requests across services and examine how applications behave. Compare OpenTelemetry support and service maps with tail-based sampling and trace retention to understand the tracing capabilities represented here. Deployment model can inform setup considerations, while free plans, paid-from pricing, and pricing basis help frame costs. Honeycomb, SigNoz, and Grafana Cloud Application Observability are among the options shown, along with Grafana Cloud Traces, Grafana k6, Tracekit, Tracetest, and Uptrace. Think about how you need to collect, inspect, and retain traces, then weigh the listed tracing features and deployment and pricing details against your environment.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Grafana Cloud Application Observability | This service suits software engineers who need to detect application anomalies, investigate causes, and fix problems. | 6.3 | $0.03 usage-based | Free plan | Android, iPhone & iPad, Web, Windows | 14 Oct 2026 |
| 02 Uptrace | Uptrace suits teams that need to query and monitor traces, metrics, and logs together. | 6.3 | $39 a month | Free plan | Web, Windows, Mac, Linux | 14 Oct 2026 |
| 03 SigNoz | SigNoz suits teams monitoring application and infrastructure telemetry across logs, metrics, traces and exceptions. | 5.8 | $19 a month | Free plan | Android, iPhone & iPad, Web, API | 1 Oct 2026 |
| 04 Tencent Cloud Application Performance Management | APM suits teams that need to follow requests across microservices and inspect application performance, errors, and dependencies. | 5.7 | Free plan | Free plan | Web, Linux, API, Self-hosted | 15 Oct 2026 |
| 05 AWS X-Ray | AWS X-Ray suits teams that need to trace requests across AWS resources and other services, inspect latency, and analyze application behavior. | 5.5 | Free plan | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 06 Honeycomb | Honeycomb may suit individuals testing observability or teams debugging production applications with telemetry. | 5.4 | $150 a month | Free plan | Android, iPhone & iPad, Web, API | 29 Sep 2026 |
| 07 Hypertrace | Hypertrace is aimed at infrastructure, service, and deployment teams investigating failed requests, service overload, or changes in performance between software versions. | 5.1 | Free plan | Free plan | Web, Windows, Linux, Self-hosted | 11 Oct 2026 |
| 08 SolarWinds Observability | 5.1 | — | Free trial | Web, Windows, Linux, API | 7 Oct 2026 | |
| 09 Tracekit | 5.1 | $24 a month, billed yearly | Free plan | Web, API | 30 Sep 2026 | |
| 10 AppSignal | AppSignal suits developers monitoring application errors, performance, logs, and traces across its supported languages. | 5.0 | $279 a year | Free plan | Web, API | 8 Oct 2026 |
Uptrace
Uptrace suits teams that need to query and monitor traces, metrics, and logs together.
WebWindowsMac+3SigNoz
SigNoz suits teams monitoring application and infrastructure telemetry across logs, metrics, traces and exceptions.
AndroidiPhone & iPadWeb+2Tencent Cloud Application Performance Management
APM suits teams that need to follow requests across microservices and inspect application performance, errors, and dependencies.
WebLinuxAPI+1AWS X-Ray
AWS X-Ray suits teams that need to trace requests across AWS resources and other services, inspect latency, and analyze application behavior.
WebWindowsMac+3Honeycomb may suit individuals testing observability or teams debugging production applications with telemetry.
Hypertrace is aimed at infrastructure, service, and deployment teams investigating failed requests, service overload, or changes in performance between software versions.
AppSignal suits developers monitoring application errors, performance, logs, and traces across its supported languages.
Jaeger suits engineering teams troubleshooting distributed systems with trace data, dependency views, performance metrics, and configurable sampling.
Sematext Tracing suits teams monitoring instrumented microservices or distributed systems that use OpenTelemetry-compatible tracing.
Sentry Performance suits developer teams diagnosing application slowdowns and tracing requests across distributed systems.
It is suited to developers and QA engineers working on distributed systems and microservices, including projects built with Go, Rust, Node.js, or Python.
SkyWalking suits teams that need observability across cloud-native infrastructure, services, or AI workloads and can manage a self-hosted deployment.
Pixie suits developers who need observability and debugging tools for supported Kubernetes environments.
Pinpoint suits teams managing distributed Java, PHP, or Python applications that need transaction tracing and topology views.
Grafana Cloud Traces suits teams that need to follow request flows and investigate performance issues using distributed traces.