vioscale
Comparison

AWS X-Ray vs Honeycomb

No clear leader: AWS X-Ray (63.6) and Honeycomb (62.8) 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.

AWS X-Ray full profile →Honeycomb full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
AWS X-Ray64
Honeycomb63
Score
Vioscale score
AWS X-Ray64 / 100medium · 63%
Honeycomb63 / 100low · 49%
Pricing
Free tier
AWS X-Ray✓
Honeycomb✓
Model
AWS X-Rayfreemium
Honeycombfreemium
Price level
AWS X-Raylow
Honeycomblow
Transparent
AWS X-Ray✗
Honeycomb✓
Integrations
Count
AWS X-Ray–
Honeycomb9
Security
Disclosure policy
AWS X-Ray✓
Honeycomb–
Fedramp
AWS X-Ray✓
Honeycomb–
Gdpr
AWS X-Ray✓
Honeycomb✓
Hipaa
AWS X-Ray✓
Honeycomb–
Iso27001
AWS X-Ray✓
Honeycomb–
Pci
AWS X-Ray✓
Honeycomb–
Soc2
AWS X-Ray✓
Honeycomb–
Reliability
Status page
AWS X-Ray✓
Honeycomb✓
Market
Availability

Capabilities

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

Core
Trace role
AWS X-RayTrace backend / store
HoneycombTrace backend / store
Standards
OpenTelemetry support
AWS X-Ray-
HoneycombOTel-native
Multi-protocol (Jaeger + Zipkin + OTLP)
AWS X-Ray-
Honeycomb✓
Query
Trace search / filter by attributes
AWS X-Ray✓
Honeycomb✓
Service dependency graph
AWS X-Ray✓
Honeycomb✓
High-cardinality attribute exploration
AWS X-Ray-
Honeycomb✓
Sampling
Tail-based / dynamic sampling
AWS X-Ray-
Honeycomb✗
Instrumentation
Auto-instrumentation
AWS X-RayAgent-based
Honeycomb-
Correlation
Correlate traces with metrics/logs
AWS X-Ray✓
Honeycomb✓
Deployment
Hosting
AWS X-RayCloud only
HoneycombCloud + self-hosted
Architecture
Storage backend
AWS X-Ray-
Honeycomb-

What each one is

The product in its own terms, so the numbers below have context.

AWS X-Ray

Amazon CloudWatch Application Signals is an APM solution providing automatic instrumentation and observability for distributed applications across AWS services with prebuilt dashboards, service mapping, and AI-powered troubleshooting.

Independently observed

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

Pricing

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

AWS X-Ray

Usage-basedFree tier
as of verify ↗

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 ↗

Platform & deployment

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

Platforms
Web
AWS X-Ray✓
Honeycomb✓
CLI
AWS X-Ray✗
Honeycomb✓
Deployment
Cloud / SaaS
AWS X-Ray✓
Honeycomb✓
Self-hosted
AWS X-Ray✗
Honeycomb✓
On-premise
AWS X-Ray✗
Honeycomb✓
Hybrid
AWS X-Ray✗
Honeycomb✓

Integrations

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

AWS X-Ray

Not documented yet.

Honeycomb

9 total
  • Anthropic Claude
  • OpenTelemetry
  • Google Analytics
  • Slack
  • Microsoft Teams
  • AWS PrivateLink
  • Jaeger
  • Zipkin
  • OTLP
Independently observed

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