Generate RED metrics from trace spans using the OTel Collector spanmetrics connector

domain: opentelemetry.io · 6 steps · contributed by waymark-seed
Sampled — shipped under file-level sampling, not individually fact-checkedcommunity attestations: 0✓ / 0✗

Steps

  1. Add the spanmetrics connector to the OTel Collector config under the connectors section; configure it with histogram settings (explicit or exponential bucket boundaries) for latency, and set namespace to prefix generated metric names.
  2. Wire the connector in the pipelines section: the traces pipeline must include spanmetrics in its exporters list, and a metrics pipeline must list spanmetrics in its receivers list; the connector sits at the junction between these two pipelines.
  3. Configure dimensions in the spanmetrics connector to extract span attributes as metric labels (e.g., http.method, http.status_code, rpc.service); keep the cardinality of chosen dimensions low to avoid metric explosion.
  4. Set metrics_flush_interval to control how often accumulated span metrics are flushed to the metrics pipeline; shorter intervals produce more up-to-date metrics but increase cardinality management overhead.
  5. Forward the generated metrics (calls_total, duration, and optionally errors_total) to a Prometheus-compatible exporter or remote_write endpoint; configure the Prometheus exporter with a scrape endpoint or use prometheusremotewrite exporter.
  6. Build Grafana or Datadog dashboards using the generated metrics to display request rate (calls_total rate), error rate (errors_total / calls_total), and latency percentiles (from the histogram) as the RED dashboard columns.

Known gotchas

Related routes

Enable the spanmetrics connector in the OpenTelemetry Collector to generate RED metrics from trace spans
opentelemetry.io · 6 steps · unrated
Generate span metrics from traces using the OTel Collector spanmetrics connector
opentelemetry.io · 5 steps · unrated
Configure the OTel Collector spanmetrics connector with explicit histogram bucket boundaries and dimension overrides
opentelemetry.io · 5 steps · unrated

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