Inconsistent resource attributes break correlation across traces, metrics, and logs.
OpenTelemetry (OTEL)
See where OpenTelemetry will actually help — and what to fix first
OpenTelemetry promises portability, but estates often inherit duplicate agents, inconsistent attributes, and collectors that grew faster than governance.
Vendor-neutral Collector-aware Backend-agnostic Prioritised plan
Why this matters
Why this matters
Without a maturity baseline, teams duplicate effort, leak cardinality into backends, and delay the very portability they adopted OTel for.
Ungoverned collectors become single points of failure in production.
Backend debates stall when signal requirements are not written down.
What you get
Clear outputs you can use
A bounded assessment of your OTel instrumentation, collector topology, and backend alignment — with a prioritised adoption and remediation plan.
- ✓ Maturity scorecard across instrumentation, collectors, and governance
- ✓ Reference pipeline diagram for target state
- ✓ Prioritised backlog (standards, pilots, migrations)
Why teams talk to GKC
Calm, practical, and grounded in the environment you already have
Recommendations reference your backends (Splunk, Grafana, Elastic, SaaS) without lock-in
Pairs naturally with Bindplane fleet work where collectors are centrally managed
Delivered as engineering artefacts, not generic OTel training
What happens next
A straightforward first step
We keep the first step straightforward so you can understand fit, scope, and likely value before deciding what to do next.
1
Map signals and stakeholders
We identify critical services, current agents/SDKs, and who owns platform vs application instrumentation.
2
Assess collectors and attributes
We review collector deployment patterns, processors, sampling, and attribute consistency on representative paths.
3
Publish the adoption plan
You receive standards guidance, pilot service list, and effort bands for implementation waves.
Questions teams often have
Common questions
We already chose Datadog/Splunk. Why OTel?
OTel is often the instrumentation layer regardless of backend. The assessment clarifies what to standardise now so you are not locked out of future changes.
Isn’t OTel only for cloud-native shops?
No. Hybrid estates benefit from consistent attributes and collectors; we scope to workloads that justify the effort first.
Will this require rewriting every application?
No. We prioritise auto-instrumentation, collector-side enrichment, and a phased service list — not big-bang rewrites.
Related services
If this is close, these may be relevant too
OpenTelemetry (OTEL)
OpenTelemetry Instrumentation Implementation
Scoped implementation of OpenTelemetry for agreed applications or platforms: SDK/auto-instrumentation, collector handoff, validation, and developer handover.
Value and Cost Clarity
Observability Health Check
The Observability Health Check is a focused review of how your current setup is performing, where value is being lost, and what to improve first.
Bindplane
Telemetry Pipeline Assessment (OTel + Bindplane)
A bounded assessment of OpenTelemetry collectors, Bindplane posture (or migration path), backend destinations, and prioritised remediation for fleet and platform owners.
Next step
Start with a practical conversation
We can talk through the environment, what is making this feel urgent or uncertain, and whether this service is the right fit. If another starting point makes more sense, we will say so.