High-cardinality labels increase stored series before anyone queries them
A Prometheus series is identified by a metric name and its complete label set. Adding customer or request identity to a counter can create many series even when every dashboard immediately sums those identities away. Query aggregation changes the returned result; it does not remove the raw series that were ingested. Storage and ingestion costs arise before a user opens the dashboard. ...