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The Sins of High Cardinality

Tuesday, 10 November 2026, 13:30 to 14:15 · Workshop room · seats 18

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Poster / ePosterAdvancedSystems

High cardinality is a sin in observability metrics collection. Cardinality in the form of granular labels or other metadata can cause exponential growth in your observability time-series storage and compute resources; costing money and slowing down queries. It's not always economical nor practical to collect all possible metrics with all possible labels and then worry about how to extract value using queries after the fact. Sure, we want as much granularity as possible in our observability data, but it's a trade-off, we need to be strategic in using metric cardinality to get the granularity needed to discover and remediate problems. This talk will focus on presenting different strategies to constrain the impact of high metrics cardinality referencing applicable open source Prometheus metri

Poster

Poster for The Sins of High Cardinality

Milja Joki

Director of Engineering at Clearwater Storage

Milja Joki is a Director of Engineering at Clearwater Storage, working on incident response and on-call. They have shipped and operated production systems for the last decade and are bringing a war story or two to this stage.

Materials

Slides and recording will be published here after the event. Additional resources and references will be added closer to the conference date.