Comparison

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.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Honeycomb63
Uptrace63
Score
Vioscale score
Honeycomb63 / 100low · 49%
Uptrace63 / 100medium · 63%
Pricing
Free tier
Honeycomb
Uptrace
Model
Honeycombfreemium
Uptracefreemium
Price level
Honeycomblow
Uptracelow
Transparent
Honeycomb
Uptrace
Integrations
Count
Honeycomb9
Uptrace14
Reliability
Sla pct
Honeycomb
Uptrace99.9
Status page
Honeycomb
Uptrace
Adoption
Dependent repos
Honeycomb
Uptrace0
Github stars
Honeycomb
Uptrace4,270
Package downloads weekly
Honeycomb
Uptrace3,588
Release
Cadence days
Honeycomb
Uptrace11
History
Honeycomb
Uptrace20 items
License
Spdx
Honeycomb
UptraceAGPL-3.0
Language
Primary
Honeycomb
UptraceGo

Capabilities

Feature-by-feature on the axes that matter for distributed tracing tools. “-” means undocumented, not absent.

Core
Trace role
HoneycombTrace backend / store
UptraceSaaS platform
Standards
OpenTelemetry support
HoneycombOTel-native
UptraceOTel-native
Multi-protocol (Jaeger + Zipkin + OTLP)
Honeycomb
Uptrace
Query
Trace search / filter by attributes
Honeycomb
Uptrace
Service dependency graph
Honeycomb
Uptrace
High-cardinality attribute exploration
Honeycomb
Uptrace
Sampling
Tail-based / dynamic sampling
Honeycomb
Uptrace-
Instrumentation
Auto-instrumentation
Honeycomb-
UptraceNone
Correlation
Correlate traces with metrics/logs
Honeycomb
Uptrace
Deployment
Hosting
HoneycombCloud + self-hosted
UptraceCloud + self-hosted
Architecture
Storage backend
Honeycomb-
UptraceClickHouse with PostgreSQL for metadata

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.

Independently observed

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.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Honeycomb

from $0.10/moSubscriptionFree tier

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
as of verify ↗

Uptrace

from $0.03/moHybridFree tier

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
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Honeycomb
Uptrace
CLI
Honeycomb
Uptrace
Deployment
Cloud / SaaS
Honeycomb
Uptrace
Self-hosted
Honeycomb
Uptrace
On-premise
Honeycomb
Uptrace
Hybrid
Honeycomb
Uptrace

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (2)
  • OpenTelemetry
  • Slack

Honeycomb

9 total - 7 not shared
  • Anthropic Claude
  • Google Analytics
  • Microsoft Teams
  • AWS PrivateLink
  • Jaeger
  • Zipkin
  • OTLP
Independently observed

Uptrace

14 total - 12 not shared
  • Prometheus
  • Vector
  • FluentBit
  • CloudWatch
  • Grafana
  • GitHub Actions
  • PagerDuty
  • AlertManager
  • WebHook
  • Google Cloud Auth
  • Okta
  • Keycloak
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.