blog: Cardinality Limits in OpenTelemetry — When Your Metrics Lie, and What to Do About It
triage:acceptedblog
### Blog Post Title
Cardinality Limits in OpenTelemetry — When Your Metrics Lie, and What to Do About It
### Blog Post Outline
A practitioner-focused walkthrough of the OpenTelemetry metrics SDK cardinality cap: what it is, why the spec mandates it, the `otel.metric.overflow=true` marker, and the surprising query-time consequence — filtered queries silently undercount while totals stay correct. Closes with two concrete actions: a fleet-wide audit query and a standing alert for new overflow series.
Companion to the KubeCon EU 2026 Observability Day lightning talk "Metrics That Lie: OTel's Cardinality Capping Trap".
https://youtu.be/QTeA16I_hME?si=x1ylhiztDAec0Un9
### Technologies Used
OpenTelemetry Metrics SDK, OpenTelemetry Specification, Prometheus / PromQL, OTLP.
### Related Special Interest Groups (SIGs)
SIG Specification, SIG Metrics
### Sponsoring SIG
SIG Specification
### Sponsor Name
@pellared
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