# Honeycomb vs Uptrace

| Attribute | Honeycomb | Uptrace |
|---|---|---|
| **Vioscale score** | 62.8 (49% (low)) | 62.7 (63% (medium)) |
| adoption.dependent_repos | - | 0 |
| adoption.github_stars | - | 4,270 |
| adoption.package_downloads_weekly | - | 3,588 |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | A cloud observability platform that enables engineering teams to trace distributed services, debug AI agent workflows, and investigate production issues across multiple services and LLM calls in real time. Includes metrics, alerting, SLOs, and AI-assisted debugging capabilities. | Full-featured observability backend built on OpenTelemetry standards and ClickHouse. Provides distributed tracing, metrics, and log management with dramatically lower costs than competing platforms through pay-per-gigabyte billing rather than enterprise licensing models. |
| features.capabilities | `{"hosting":"both","trace_role":"backend","service_map":true,"otel_support":"native","trace_search":true,"tail_sampling":false,"multi_protocol":true,"high_cardinality":true,"metrics_correlation":true}` | `{"hosting":"both","trace_role":"platform","service_map":true,"otel_support":"native","trace_search":true,"multi_protocol":true,"storage_backend":"ClickHouse with PostgreSQL for metadata","high_cardinality":true,"metrics_correlation":true,"auto_instrumentation":"none"}` |
| integrations.count | 9 | 14 |
| integrations.list | `[{"name":"Anthropic Claude"},{"name":"OpenTelemetry"},{"name":"Google Analytics"},{"name":"Slack"},{"name":"Microsoft Teams"},{"name":"AWS PrivateLink"},{"name":"Jaeger"},{"name":"Zipkin"},{"name":"OTLP"}]` | `[{"name":"OpenTelemetry"},{"name":"Prometheus"},{"name":"Vector"},{"name":"FluentBit"},{"name":"CloudWatch"},{"name":"Grafana"},{"name":"GitHub Actions"},{"name":"Slack"},{"name":"PagerDuty"},{"name":"AlertManager"},{"name":"WebHook"},{"name":"Google Cloud Auth"},{"name":"Okta"},{"name":"Keycloak"}]` |
| language.primary | - | Go |
| license.spdx | - | AGPL-3.0 |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free","summary":"Free forever, up to 20M events/month","features":["Distributed Tracing","2 Triggers","BubbleUp","OpenTelemetry Support","Team Query History","Query Result Permalinks","Honeycomb Metrics","Canvas AI Copilot","Honeycomb MCP","Agent Timeline"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Testing and individual projects","contactSales":false,"includedLimits":{"events":"20M/month","metrics_data_points":"100M/month"}},{"free":false,"name":"Pro","summary":"Starting at $150/month, flexible event volume","features":["All Free features","100 Triggers","2 Service Level Objectives (SLOs)","Single-Sign On (SSO)","Honeycomb Support"],"commitment":"monthly","components":[{"kind":"fixed","amount":150,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"gb"},"kind":"metered","amount":0.1,"currency":"USD"}],"description":"Teams with production applications","contactSales":false,"includedLimits":{"events":"750M/month","metrics_data_points":"3.75B/month"}},{"free":false,"name":"Enterprise","summary":"Custom volume discounts, enterprise support","features":["All Pro features","300+ Triggers","100+ Service Level Objectives (SLOs)","Service Map","Enterprise Support for Refinery","Enterprise-Grade Support + Onboarding","Query Data API","AWS PrivateLink","SLO Reporting API","Honeycomb Private Cloud support"],"commitment":"annual","description":"Multi-team and large-scale applications","contactSales":true,"includedLimits":{"events":"Variable","metrics_data_points":"Variable"}}],"addOns":[{"name":"Frontend performance analysis"},{"name":"Enterprise-grade alerting"},{"name":"Installation and enablement services"}],"summary":"From $150/month (Pro). Unlimited seats and queries. Free tier available.","currency":"USD","freeTier":true,"sourceUrl":"https://www.honeycomb.io/pricing","retrievedAt":"2026-08-14T15:29:52.948Z","startingPrice":{"amount":0.1,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"Free, always","features":["Full platform access","50+ pre-built dashboards","Service graph","Alerts and notifications","Unlimited users, services, and hosts"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"50 GB of traces and logs per month","contactSales":false,"includedLimits":{"traces_and_logs":"50 GB/month"}},{"free":false,"name":"Pay-as-you-go","summary":"Traces/logs: $0.10/GB (scales to $0.016/GB). Metrics: $0.025/M datapoints. Hard spending cap available.","features":["Distributed tracing","Metrics monitoring","Log aggregation","Custom dashboards","PromQL queries","Slack/PagerDuty alerts"],"commitment":"monthly","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.1,"currency":"USD"},{"per":{"qty":1000000,"unit":"datapoint"},"kind":"metered","amount":0.025,"currency":"USD"}],"description":"Charged at month-end or when hitting $400 spend, whichever comes first","contactSales":false},{"free":false,"name":"On-Premises","summary":"License pricing. Contact sales.","features":["Full feature parity with cloud","No feature limits","Custom retention policies","Dedicated support engineer","SOC 2 certification available","Data remains on your infrastructure"],"description":"Self-hosted licensed deployment","contactSales":true}],"addOns":[{"name":"Cold storage (beyond 4 weeks)","components":[{"per":{"qty":1,"unit":"GB-month"},"kind":"metered","amount":0.01,"currency":"USD"},{"per":{"qty":1000,"unit":"timeseries-month"},"kind":"metered","amount":0.2,"currency":"USD"}]},{"name":"Dropped/sampled data ingestion","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.01,"currency":"USD"}]}],"summary":"Free tier includes 50 GB/month. Usage: $0.10/GB (scales to $0.016/GB), $0.025/M datapoints for metrics. Volume discounts automatic. No per-seat fees, unlimited users.","currency":"USD","freeTier":true,"sourceUrl":"https://uptrace.dev/pricing","retrievedAt":"2026-08-14T16:39:12.234Z","startingPrice":{"amount":0.025,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 11 |
| release.history | - | `[{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.1.0-beta.8","date":"2026-08-13T14:47:22Z","type":"stable","version":"v2.1.0-beta.8"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.1.0-beta.7","date":"2026-06-05T11:50:55Z","type":"stable","version":"v2.1.0-beta.7"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.1.0-beta.6","date":"2026-05-25T10:11:48Z","type":"stable","version":"v2.1.0-beta.6"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.3","date":"2026-05-13T13:04:43Z","type":"stable","version":"v2.0.3"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.1.0-beta.5","date":"2026-04-14T10:29:25Z","type":"stable","version":"v2.1.0-beta.5"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.1.0-beta.4","date":"2026-03-13T12:37:23Z","type":"stable","version":"v2.1.0-beta.4"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.1.0-beta.3","date":"2026-03-11T11:02:14Z","type":"stable","version":"v2.1.0-beta.3"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.1.0-beta.2","date":"2026-03-09T09:58:42Z","type":"stable","version":"v2.1.0-beta.2"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.1.0-beta","date":"2026-01-21T13:29:25Z","type":"stable","version":"v2.1.0-beta"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.2","date":"2025-12-02T14:08:31Z","type":"stable","version":"v2.0.2"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.1","date":"2025-08-11T11:16:49Z","type":"stable","version":"v2.0.1"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.1-rc.1","date":"2025-08-11T09:28:34Z","type":"stable","version":"v2.0.1-rc.1"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.0","date":"2025-07-24T07:09:56Z","type":"stable","version":"v2.0.0"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.0-rc.4","date":"2025-07-24T06:29:51Z","type":"stable","version":"v2.0.0-rc.4"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.0-rc.3","date":"2025-07-16T14:47:56Z","type":"stable","version":"v2.0.0-rc.3"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.0-rc.2","date":"2025-07-16T13:45:04Z","type":"stable","version":"v2.0.0-rc.2"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v1.7.7","date":"2025-07-02T09:04:15Z","type":"stable","version":"v1.7.7"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.0-rc.1","date":"2025-07-07T13:39:37Z","type":"stable","version":"v2.0.0-rc.1"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.0-beta.5","date":"2025-06-13T07:48:48Z","type":"stable","version":"v2.0.0-beta.5"},{"url":"https://github.com/uptrace/uptrace/releases/tag/v2.0.0-beta.4","date":"2025-06-04T12:59:20Z","type":"stable","version":"v2.0.0-beta.4"}]` |
| reliability.sla_pct | - | 99.9 |
| reliability.status_page | yes | yes |
| security.gdpr | yes | yes |
| security.soc2 | - | yes |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fuptrace%2Fuptrace%2Fexample%2Fkvrocks&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Distributed Tracing Tools)

| Capability | Honeycomb | Uptrace |
|---|:--:|:--:|
| **Core** |  |  |
| Trace role | Trace backend / store | SaaS platform |
| **Standards** |  |  |
| OpenTelemetry support | OTel-native | OTel-native |
| Multi-protocol (Jaeger + Zipkin + OTLP) | ✓ | ✓ |
| **Query** |  |  |
| Trace search / filter by attributes | ✓ | ✓ |
| Service dependency graph | ✓ | ✓ |
| High-cardinality attribute exploration | ✓ | ✓ |
| **Sampling** |  |  |
| Tail-based / dynamic sampling | ✗ | - |
| **Instrumentation** |  |  |
| Auto-instrumentation | - | None |
| **Correlation** |  |  |
| Correlate traces with metrics/logs | ✓ | ✓ |
| **Deployment** |  |  |
| Hosting | Cloud + self-hosted | Cloud + self-hosted |
| **Architecture** |  |  |
| Storage backend | - | ClickHouse with PostgreSQL for metadata |

*Source: Vioscale. Generated 2026-09-01T15:20:19.931Z. "-" = undocumented, not absent.*