Lightstep (ServiceNow Cloud Observability)

Distributed tracing and observability platform (now part of ServiceNow as Cloud Observability) that analyzes OpenTelemetry traces at scale, with APIs for querying telemetry data and managing observability configuration.

Evaluated Mar 06, 2026 (0d ago) vcurrent
Homepage ↗ Other lightstep distributed-tracing observability opentelemetry apm servicenow
⚙ Agent Friendliness
56
/ 100
Can an agent use this?
🔒 Security
84
/ 100
Is it safe for agents?
⚡ Reliability
81
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
--
Documentation
75
Error Messages
72
Auth Simplicity
78
Rate Limits
72

🔒 Security

TLS Enforcement
100
Auth Strength
82
Scope Granularity
78
Dep. Hygiene
82
Secret Handling
80

Observability/APM platform (now ServiceNow Cloud Observability). API key auth. Trace data may contain sensitive request payloads. RBAC for data access.

⚡ Reliability

Uptime/SLA
85
Version Stability
82
Breaking Changes
78
Error Recovery
80
AF Security Reliability

Best When

You're using OpenTelemetry for distributed tracing in microservices and want deep trace analytics with Change Intelligence to correlate deployments with performance.

Avoid When

You don't have distributed services generating trace data, or you're already committed to Honeycomb or Datadog APM.

Use Cases

  • Querying trace data to identify performance regressions in distributed services
  • Programmatically managing alert conditions and SLO configurations
  • Integrating trace analysis into CI/CD pipelines for performance regression detection
  • Correlating deploy events with performance changes via the Change Intelligence API
  • Building custom observability dashboards from trace and metric data

Not For

  • Infrastructure-level metrics monitoring (use Prometheus or Datadog for host metrics)
  • Log aggregation as primary use case
  • Organizations not already using OpenTelemetry or distributed tracing
  • Small teams without distributed service architectures

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
No
SDK
No
Webhooks
Yes

Authentication

Methods: api_key
OAuth: No Scopes: No

API keys are project-scoped. Created in the Lightstep console. No fine-grained scope control per key.

Pricing

Model: subscription
Free tier: No
Requires CC: No

No public pricing or self-service trial. Enterprise contract required. Pricing based on spans ingested per month.

Agent Metadata

Pagination
cursor
Idempotent
Partial
Retry Guidance
Not documented

Known Gotchas

  • Product has been rebranded to ServiceNow Cloud Observability — documentation may reference both names inconsistently
  • Project and organization IDs are distinct concepts — both required for most API calls
  • Span data is sampled — query results represent sampled data, not 100% of spans
  • API access patterns may evolve post-ServiceNow acquisition — verify API stability before long-term investment
  • Change Intelligence events require specific ingestion format — review documentation before integration

Alternatives

Full Evaluation Report

Detailed scoring breakdown, competitive positioning, security analysis, and improvement recommendations for Lightstep (ServiceNow Cloud Observability).

$99

Scores are editorial opinions as of 2026-03-06.

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