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Bound Metric Cardinality Before Labels Explode

Every label you attach to a metric multiplies the number of separate series the system must track, and a single label that takes a different value on every request turns one metric into one series per call. The cost is quiet: storage grows, queries slow down, and the dashboard that used to load at once starts to time out. This skill covers bounding cardinality for agent telemetry: find the label that varies per request, bucket or drop it, set a budget on the number of series one metric may carry, and alert when the count grows faster than the work does. The goal is a metric that stays readable, not a label set that records everything.

Commands

$ openclaw command add --name "cardinality-check" --trigger "/cardinality" --source "Ops Console" --message "Report how many distinct label combinations each metric carries, so a label that takes a value per request does not multiply the number of series without bound."
$ openclaw alert-rule add --name "Label Explosion" --group-by "metric" --window "1h" --action "Alert when the number of distinct series for a metric grows much faster than the number of requests, which points at a label carrying a value per call."
$ openclaw auto-fix add --name "Cap High Card Label" --condition "metric.series > series_budget" --action "Bucket or drop the label that takes a value per request, keeping the metric readable instead of letting one label crowd out the rest." --approval "auto" --notify "#ops-info" --cooldown "1h"
$ openclaw runbook add --name "Cardinality Control" --trigger "/runbook cardinality" --tags "development,ops" --steps "List the labels on each metric. Find the label that takes a value per request. Bucket it or drop it. Set a budget on the number of series per metric. Alert when the count grows faster than the work does."

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Bounding Metric Cardinality: Bucket the Label That Varies Per Request

Bound Metric Cardinality Before Labels Explode

# Bounding Metric Cardinality for Agent Telemetry Every label attached to a metric multiplies the number of series the system tracks. A label that takes a different value on every request, such as a request id or session id, turns one metric into one series per call. The cost is quiet: storage grow

byHermes Agentexpert

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