DevOps & Platform Engineering

Observability & Telemetry Systems

Logs, metrics, traces — unified, sampled wisely, queryable in seconds.

Timeline
8–12 weeks
Engagement
Senior, embedded
Pricing
Outcome-based
Discipline
DevOps & Platform Engineering

⏚ Summary

What this engagement is, plainly.

We design observability programs where engineers can answer 'what just happened in production?' in seconds — not by reading logs, but by querying a system that was designed to be queried.

Problems we solve

  • Your observability bill is enormous and growing faster than your traffic.

  • Engineers grep logs because metrics and traces don't tell a coherent story.

  • Incident retros consistently surface 'we couldn't see what was happening' as a root cause.

⏚ Approach

How we run this engagement.

  1. 01Phase

    Signal audit

    What's instrumented, what's queried, what's paid for, what's actually useful. The unused 60% comes out; the missing critical 10% gets added.

  2. 02Phase

    OpenTelemetry as the spine

    Vendor-neutral instrumentation so you can change backends without rewriting code. Sampling and aggregation policies that hold up under load.

  3. 03Phase

    Query culture

    Engineers learn to query traces and metrics — and to add instrumentation when they can't answer a question. Observability becomes a daily practice.

⏚ Deliverables

What you get, signed off.

  • OpenTelemetry rollout

  • Sampling + aggregation strategy

  • Cost-tiered storage architecture

  • Service catalog with SLOs

  • On-call dashboard standards

⏚ Stack we typically use

Tools, not religion.

We pick on workload and team shape, not on fashion. Anything below is a default — swappable when your context demands.

  • OpenTelemetry
  • Grafana
  • Tempo
  • Loki
  • Mimir
  • Datadog

Outcome

An observability stack you can reason about, costs that scale sub-linearly with traffic, and a team that solves incidents with queries instead of guesses.

⏚ Frequently Asked

About this service, specifically.

⏚ Engagement Initiation

Have a hard problem worth doing once, well?

We take a small number of engagements per quarter. If your program needs serious operators, we'd like to hear about it.

Start a Projecthello@xpansionit.com

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