Honeycomb vs Uptrace
No clear leader: Honeycomb (62.8) and Uptrace (62.7) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.
Capabilities
Feature-by-feature on the axes that matter for distributed tracing tools. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Honeycomb
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.
Uptrace
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.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Honeycomb
From $150/month (Pro). Unlimited seats and queries. Free tier available.
- FreeFree
- Distributed Tracing
- 2 Triggers
- BubbleUp
- OpenTelemetry Support
- Team Query History
- +5 more
- ProStarting at $150/month, flexible event volume
- All Free features
- 100 Triggers
- 2 Service Level Objectives (SLOs)
- Single-Sign On (SSO)
- Honeycomb Support
- EnterpriseContact sales
- All Pro features
- 300+ Triggers
- 100+ Service Level Objectives (SLOs)
- Service Map
- Enterprise Support for Refinery
- +5 more
Uptrace
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.
- FreeFree
- Full platform access
- 50+ pre-built dashboards
- Service graph
- Alerts and notifications
- Unlimited users, services, and hosts
- Pay-as-you-goTraces/logs: $0.10/GB (scales to $0.016/GB). Metrics: $0.025/M datapoints. Hard spending cap available.
- Distributed tracing
- Metrics monitoring
- Log aggregation
- Custom dashboards
- PromQL queries
- +1 more
- On-PremisesContact sales
- Full feature parity with cloud
- No feature limits
- Custom retention policies
- Dedicated support engineer
- SOC 2 certification available
- +1 more
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
- OpenTelemetry
- Slack
Honeycomb
- Anthropic Claude
- Google Analytics
- Microsoft Teams
- AWS PrivateLink
- Jaeger
- Zipkin
- OTLP
Uptrace
- Prometheus
- Vector
- FluentBit
- CloudWatch
- Grafana
- GitHub Actions
- PagerDuty
- AlertManager
- WebHook
- Google Cloud Auth
- Okta
- Keycloak
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.