The Best Distributed Tracing Tools in 2026
We researched distributed tracing tools through official websites, including pricing pages, plan tables, and product documentation. Rankings focus on each product’s core tracing job, value for money, and verified features for visualizing spans, dependencies, latency, and bottlenecks in distributed applications.
Our top picks
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Top ranked
Apache SkyWalking#1 of 329.4/10A broad self-hosted stack that connects traces, topology, metrics, logs, profiles, and alerts.
Free plan
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Runner-up
Jaeger#2 of 329.2/10A flexible self-hosted tracer for teams that need control over sampling and storage.
Free plan
-
Top-ranked free plan
SigNoz#3 of 329.1/10Full-stack tracing and observability with a free edition and $49 monthly Teams tier.
Free plan · 30-day trial
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 32 tools, best first
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Best forBroad, self-hosted observability teams
A broad self-hosted stack that connects traces, topology, metrics, logs, profiles, and alerts.
9.4/10★★★★★Visit site -
Best forOpen-source tracing with sampling flexibility
A flexible self-hosted tracer for teams that need control over sampling and storage.
9.2/10★★★★★Visit Jaeger -
Best forFull-stack tracing on a modest budget
Full-stack tracing and observability with a free edition and $49 monthly Teams tier.
Free plan · 30-day trial Our SigNoz verdict → Visit SigNozFor vendors Sponsor this spot · #3 · $79/mo →9.1/10★★★★★Visit SigNoz -
Best forGrafana-based trace storage and analysis
A self-hosted Tempo backend for Grafana-centered tracing and trace analysis.
- Tail-based sampling
- Service map
- OpenTelemetry support
9.0/10★★★★☆Visit Grafana Tempo -
Best forFlexible hybrid tracing with rich integrations
A flexible tracing platform with broad telemetry, dashboard, alerting, and notification support.
Free plan · 14-day trial Our Uptrace verdict → Visit UptraceFor vendors Sponsor this spot · #5 · $59/mo →8.8/10★★★★☆Visit Uptrace -
Best forJava-heavy self-hosted environments
A self-hosted tracing and JVM observability tool for Java-heavy distributed environments.
- Service map
- OpenTelemetry support
8.7/10★★★★☆Visit Pinpoint -
Best forTeams wanting simple open-source Zipkin tracing
A focused, self-hosted Zipkin system for collecting and exploring service traces.
- Service map
- OpenTelemetry support
8.6/10★★★★☆Visit OpenZipkin -
Best forScalable self-hosted trace storage
A flexible self-hosted tracing backend for teams operating scalable observability infrastructure.
- Service map
- OpenTelemetry support
8.5/10★★★★☆Visit VictoriaTraces -
Best forOpen-source telemetry investigation with AI
A self-hosted tracing backend with broad telemetry support and AI-assisted investigation.
- Tail-based sampling
- Service map
- OpenTelemetry support
8.4/10★★★★☆Visit DataBuff -
Best forSelf-hosted OpenTelemetry trace exploration
A self-hosted OpenTelemetry tracing console with service graphs, metrics, and dashboards.
- Service map
- OpenTelemetry support
8.3/10★★★★☆Visit Hypertrace -
Best forUsage-priced tracing in Google Cloud
A usage-priced tracing service with strong Google Cloud and OpenTelemetry coverage.
8.1/10★★★★☆Visit Google Cloud -
Best forManaged OpenTelemetry tracing on Alibaba Cloud
A cloud service for OpenTelemetry tracing, service maps, and trace analysis on Alibaba Cloud.
- Service map
- OpenTelemetry support
8.0/10★★★★☆Visit Alibaba Cloud -
Best forAWS-native distributed tracing
A focused tracing service for AWS workloads with OpenTelemetry ingestion and usage-based pricing.
- Tail-based sampling
- Service map
- OpenTelemetry support
7.9/10★★★★☆Visit AWS X-Ray -
Best forAffordable managed tracing with RED metrics
Affordable managed tracing with RED metrics, dependency maps, and OTLP ingestion.
- Service map
- OpenTelemetry support
7.8/10★★★★☆Visit Sematext -
Best forManaged Tempo tracing in Grafana Cloud
A managed Tempo backend with strong TraceQL, protocol support, and a usage-based upgrade path.
- Tail-based sampling
- Service map
- OpenTelemetry support
7.7/10★★★★☆Visit Grafana Cloud -
Best forAI-assisted trace investigation
A cloud tracing platform pairing detailed investigation tools with AI-assisted root-cause analysis.
- Service map
- OpenTelemetry support
7.6/10★★★★☆Visit Tracekit -
Best forHybrid tracing with RUM and Elastic workflows
A broad tracing and observability suite for teams in Elastic workflows.
7.5/10★★★★☆Visit Elastic APM -
Best forCloud-native teams already using Grafana
Unifies application telemetry for tracing and service investigation, with usage-based Pro pricing.
7.4/10★★★★☆Visit Grafana Labs -
Best forHigh-cardinality tracing and investigation
High-cardinality tracing with OpenTelemetry, service maps, and investigation workflows.
7.3/10★★★★☆Visit Honeycomb -
Best forSplunk users needing full-fidelity traces
A broad Splunk observability service with full-fidelity tracing and OpenTelemetry support.
7.2/10★★★★☆Visit Splunk APM -
Best forEnterprise observability with automatic discovery
Automatic discovery and tracing for teams investigating complex application environments.
7.1/10★★★★☆Visit IBM Instana -
Best forBusiness transaction monitoring at scale
A broad enterprise observability platform for tracing transactions and mapping application dependencies.
7.0/10★★★★☆Visit site -
Best forBroad observability with application tracing
A broad observability platform that includes distributed tracing alongside full-stack monitoring.
6.9/10★★★☆☆Visit SolarWinds -
Best forTeams wanting tracing plus error monitoring
A broad cloud APM platform for teams that want tracing alongside error and infrastructure signals.
6.8/10★★★☆☆Visit AppSignal -
Best forCloud tracing in Huawei environments
A Huawei Cloud-focused APM service for tracing, topology views, and root-cause analysis.
- Service map
- OpenTelemetry support
6.7/10★★★☆☆Visit Huawei Cloud -
Best forTencent Cloud application monitoring
A Tencent Cloud APM service with tracing, topology, ingestion, and usage-based billing.
- Service map
- OpenTelemetry support
Free plan · 15-day trial Our Tencent Cloud Application Performance Management verdict → Visit Tencent Cloud6.6/10★★★☆☆Visit Tencent Cloud -
Best forApplication performance teams adding tracing
A cloud APM service that connects traces, errors, database calls, and API performance.
- OpenTelemetry support
6.5/10★★★☆☆Visit Sentry -
Best forFree cloud tracing for modern web stacks
Free OpenTelemetry tracing for distributed and serverless applications.
- OpenTelemetry support
6.4/10★★★☆☆Visit Baselime -
Best forTrace testing in CI/CD pipelines
A focused open-source choice for validating traces, service behavior, and distributed flows.
- Service map
- OpenTelemetry support
6.3/10★★★☆☆Visit Tracetest -
Best forKubernetes eBPF debugging
A focused Kubernetes debugging platform with automatic telemetry, tracing, and database profiling.
6.2/10★★★☆☆Visit Pixie -
Best forKubernetes network-flow observability
A free, open-source choice for Kubernetes network-flow visibility, not conventional tracing.
- Service map
- OpenTelemetry support
6.1/10★★★☆☆Visit Hubble -
Best forOracle Cloud infrastructure users
A broad Oracle Cloud observability suite with distributed tracing and a free plan.
6.0/10★★★☆☆Visit Oracle Cloud
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | OpenTelemetry support | Deployment model | Score |
|---|---|---|---|---|---|---|
| 1 | Apache SkyWalking | Yes | Free | Self_hosted | 9.4 | |
| 2 | Jaeger | Yes | Free | Self_hosted | 9.2 | |
| 3 | SigNoz | Yes | $49/mo | Hybrid | 9.1 | |
| 4 | Grafana Tempo | Yes | Free | Yes | Self_hosted | 9.0 |
| 5 | Uptrace | Yes | $39/mo | Hybrid | 8.8 | |
| 6 | Pinpoint | Yes | Free | Yes | Self_hosted | 8.7 |
| 7 | OpenZipkin | Yes | Free | Yes | Self_hosted | 8.6 |
| 8 | VictoriaTraces | Free | Yes | Self_hosted | 8.5 | |
| 9 | DataBuff | Free | Yes | Self_hosted | 8.4 | |
| 10 | Hypertrace | Free | Yes | Hybrid | 8.3 | |
| 11 | Google Cloud Trace | Yes | $0.20/unit usage-based | Cloud | 8.1 | |
| 12 | Alibaba Cloud Managed Service for OpenTelemetry | No | $0.06/GB usage-based | Yes | Cloud | 8.0 |
| 13 | AWS X-Ray | No | $0.50/unit usage-based | Yes | Cloud | 7.9 |
| 14 | Sematext Tracing | No | $17.10/mo | Yes | Cloud | 7.8 |
| 15 | Grafana Cloud Traces | Yes | $19/mo | Yes | Cloud | 7.7 |
| 16 | Tracekit | Yes | $24/mo | Yes | Cloud | 7.6 |
| 17 | Elastic APM | Yes | $99/mo | Hybrid | 7.5 | |
| 18 | Grafana Cloud Application Observability | Yes | $0.03/unit usage-based | Cloud | 7.4 | |
| 19 | Honeycomb | Yes | $150/mo | Hybrid | 7.3 | |
| 20 | Splunk APM | No | Cloud | 7.2 | ||
| 21 | IBM Instana Observability | No | $21.20/unit/mo | 7.1 | ||
| 22 | Splunk AppDynamics | No | $6/unit/mo | Hybrid | 7.0 | |
| 23 | SolarWinds Observability | No | $5/GB/mo | Hybrid | 6.9 | |
| 24 | AppSignal | Yes | $279/yr | Cloud | 6.8 | |
| 25 | Huawei Cloud Application Performance Management | Yes | Yes | Cloud | 6.7 | |
| 26 | Tencent Cloud Application Performance Management | Yes | Yes | Cloud | 6.6 | |
| 27 | Sentry Performance | Yes | $26/mo | Yes | Cloud | 6.5 |
| 28 | Baselime | Yes | Free | Yes | Cloud | 6.4 |
| 29 | Tracetest | Yes | Free | Yes | Self_hosted | 6.3 |
| 30 | Pixie | Yes | Free | 6.2 | ||
| 31 | Hubble | Yes | Free | Yes | Self_hosted | 6.1 |
| 32 | Oracle Cloud Observability and Management Platform | Yes | 6.0 |
Head-to-head All 28 comparisons →
- Apache SkyWalking vs Jaeger
- Apache SkyWalking vs SigNoz
- Apache SkyWalking vs Grafana Tempo
- Apache SkyWalking vs Uptrace
- Apache SkyWalking vs Pinpoint
- Apache SkyWalking vs OpenZipkin
- Apache SkyWalking vs VictoriaTraces
- Jaeger vs SigNoz
- Jaeger vs Grafana Tempo
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How we rank distributed tracing tools
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update