Observability Practical By Samson Tanimawo, PhD Published Jun 9, 2026 4 min read

The Distributed Tracing Onboarding Cost

Adding tracing is not free. The cost in engineering time, the wins per service, and the priority order most teams actually need.

Time investment

2-4 weeks of engineering time to onboard a service to tracing. SDK install, config, validation.

Cross-cutting concerns (context propagation, sampling) are most of the cost.

Per-service wins

p99 debugging drops from hours to minutes. Cross-service investigations become tractable.

Wins compound; the second service is faster to onboard than the first.

Priority order

Customer-critical paths first. Then cross-service hotspots. Then internal services.

Resist the urge to onboard everything at once. Pace produces better results.