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Raw counters and histograms are process-lifetime cumulative, so charting them directly is meaningless. Counters now become per-second rates and histograms become p50/p95/p99, both computed from the delta against the previous scrape, with counter resets skipped. Quantiles use linear interpolation within the matching bucket, as Prometheus does.