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Build a High Performance Remote Storage for Prometheus with Unlimited Time Series

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Describes a remote storage design for Prometheus that handles high-dimensional/high-cardinality labels by splitting labels into two types: target labels (from prometheus-server) and app labels (from application code). Target labels are encoded into a single column while app labels are flattened into separate columns using ClickHouse’s columnar storage, yielding performance comparable to VictoriaMetrics and up to ~10× faster on large-series queries, and enabling effectively unlimited time series.

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