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Server-side metrics architecture

Open source

Server-side metrics architecture

Server-side metrics is a feature that derive metrics from ingested traces.

To generate metrics, it uses an additional component: the metrics-generator. If present, the distributor will write received spans to both the ingester and the metrics-generator. The metrics-generator processes spans and writes metrics to a Prometheus datasource using the Prometheus remote write protocol.

Architecture

Generating and writing metrics introduces a whole new domain to Tempo unlike any other functionality thus far. For this reason, a component, the metrics-generator, is dedicated to working with metrics. This results in a clean division of responsibility and limits the blast radius from a metrics processors or the Prometheus remote write exporter blowing up.

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                                                                   Ingress
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                                                          ┌──────────────────────┐
                                                          │                      │
                                                          │     Distributor      │
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                                                          └──────────────────────┘
                                                                    2│ │1
                                                                     │ │
                                                  ┌──────────────────┘ └────────┐
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┌ ─ ─ ─ ─ ─ ─ ─ ─                     ┏━━━━━━━━━━━━━━━━━━━━━━┓      ┌──────────────────────┐
                 │                    ┃                      ┃      │                      │
│   Prometheus    ◀────Prometheus ────┃  Metrics-generator   ┃      │       Ingester       │◀───Queries────
                 │    Remote Write    ┃                      ┃      │                      │
└ ─ ─ ─ ─ ─ ─ ─ ─                     ┗━━━━━━━━━━━━━━━━━━━━━━┛      └──────────────────────┘
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                                                                       ┌─────────────────┐
                                                                       │                 │
                                                                       │     Backend     │
                                                                       │                 │
                                                                       └─────────────────┘