# Padrão de implantação de agente

> Envie sinais para Collectors e, em seguida, exporte para backends

---

LLMS index: [llms.txt](/llms.txt)

---

No padrão de implantação de agente, os sinais de telemetria podem vir de:

- Aplicações [instrumentadas][instrumentation] com um SDK do OpenTelemetry
  usando o [OpenTelemetry Protocol (OTLP)][otlp].
- Collectors usando o exportador OTLP.

Os sinais são enviados para uma instância do [Collector][collector] que executa
ao lado da aplicação ou no mesmo _host_, como um _sidecar_ ou DaemonSet.

Cada SDK do lado do cliente ou Collector _downstream_ é configurado com o
endereço de uma instância do Collector:

![Conceito de implantação descentralizada do collector](../../img/otel-agent-sdk.svg)

1. Na aplicação, o SDK é configurado para enviar dados OTLP para um Collector.
1. O Collector é configurado para enviar dados de telemetria para um ou mais
   _backends_.

## Exemplo {#example}

Neste exemplo do padrão de implantação de agente, comece instrumentando
manualmente uma [aplicação Java para exportar métricas][instrument-java-metrics]
usando o SDK Java do OpenTelemetry, incluindo o valor padrão de
`OTEL_METRICS_EXPORTER`, `otlp`. Em seguida, configure o [exportador
OTLP][otlp-exporter] com o endereço do seu Collector. Por exemplo:

```shell
export OTEL_EXPORTER_OTLP_ENDPOINT=http://collector.example.com:4318
```

Em seguida, configure o Collector executando em `collector.example.com:4318` da
seguinte forma:

    <ul class="nav nav-tabs" id="tabs-0" role="tablist">
  <li class="nav-item">
      <button class="nav-link active"
          id="tabs-00-00-tab" data-bs-toggle="tab" data-bs-target="#tabs-00-00" role="tab"
          data-td-tp-persist="rastros" aria-controls="tabs-00-00" aria-selected="true">
        Rastros
      </button>
    </li><li class="nav-item">
      <button class="nav-link"
          id="tabs-00-01-tab" data-bs-toggle="tab" data-bs-target="#tabs-00-01" role="tab"
          data-td-tp-persist="métricas" aria-controls="tabs-00-01" aria-selected="false">
        Métricas
      </button>
    </li><li class="nav-item">
      <button class="nav-link"
          id="tabs-00-02-tab" data-bs-toggle="tab" data-bs-target="#tabs-00-02" role="tab"
          data-td-tp-persist="logs" aria-controls="tabs-00-02" aria-selected="false">
        Logs
      </button>
    </li>
</ul>

<div class="tab-content" id="tabs-0-content">
    <div class="tab-body tab-pane fade show active"
        id="tabs-00-00" role="tabpanel" aria-labelled-by="tabs-00-00-tab" tabindex="0">
        <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">receivers</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">otlp</span><span class="p">:</span><span class="w"> </span><span class="c"># o receptor OTLP para o qual a aplicação envia rastros</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">protocols</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">http</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">        </span><span class="nt">endpoint</span><span class="p">:</span><span class="w"> </span><span class="m">0.0.0.0</span><span class="p">:</span><span class="m">4318</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="nt">exporters</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">otlp/jaeger</span><span class="p">:</span><span class="w"> </span><span class="c"># o Jaeger suporta OTLP diretamente</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">endpoint</span><span class="p">:</span><span class="w"> </span><span class="l">https://jaeger.example.com:4317</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">sending_queue</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">batch</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="nt">service</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">pipelines</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">traces/dev</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">receivers</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="l">otlp]</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">exporters</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="l">otlp/jaeger]</span><span class="w">
</span></span></span></code></pre></div>
    </div>
    <div class="tab-body tab-pane fade"
        id="tabs-00-01" role="tabpanel" aria-labelled-by="tabs-00-01-tab" tabindex="0">
        <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">receivers</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">otlp</span><span class="p">:</span><span class="w"> </span><span class="c"># o receptor OTLP para o qual a aplicação envia métricas</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">protocols</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">http</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">        </span><span class="nt">endpoint</span><span class="p">:</span><span class="w"> </span><span class="m">0.0.0.0</span><span class="p">:</span><span class="m">4318</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="nt">exporters</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">prometheusremotewrite</span><span class="p">:</span><span class="w"> </span><span class="c"># o exportador PRW, para ingestão de métricas no backend</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">endpoint</span><span class="p">:</span><span class="w"> </span><span class="l">https://prw.example.com/v1/api/remote_write</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">sending_queue</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">batch</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="nt">service</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">pipelines</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">metrics/prod</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">receivers</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="l">otlp]</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">exporters</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="l">prometheusremotewrite]</span><span class="w">
</span></span></span></code></pre></div>
    </div>
    <div class="tab-body tab-pane fade"
        id="tabs-00-02" role="tabpanel" aria-labelled-by="tabs-00-02-tab" tabindex="0">
        <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">receivers</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">otlp</span><span class="p">:</span><span class="w"> </span><span class="c"># o receptor OTLP para o qual a aplicação envia logs</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">protocols</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">http</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">        </span><span class="nt">endpoint</span><span class="p">:</span><span class="w"> </span><span class="m">0.0.0.0</span><span class="p">:</span><span class="m">4318</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="nt">exporters</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">file</span><span class="p">:</span><span class="w"> </span><span class="c"># o File Exporter, para gravar logs em um arquivo local</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">path</span><span class="p">:</span><span class="w"> </span><span class="l">./app42_example.log</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">rotation</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="nt">service</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">  </span><span class="nt">pipelines</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">    </span><span class="nt">logs/dev</span><span class="p">:</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">receivers</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="l">otlp]</span><span class="w">
</span></span></span><span class="line"><span class="cl"><span class="w">      </span><span class="nt">exporters</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="l">file]</span><span class="w">
</span></span></span></code></pre></div>
    </div>
</div>


Para explorar esse padrão de ponta a ponta, veja os exemplos em
[Java][java-otlp-example] ou [Python][py-otlp-example].

## Vantagens e desvantagens {#trade-offs}

A seguir estão os principais prós e contras de uso de um Collector em modo
agente:

Prós:

- Fácil de começar a usar
- Mapeamento claro um-para-um entre aplicação e Collector

Contras:

- Escalabilidade limitada para equipes e recursos de infraestrutura
- Pouco flexível para implantações complexas ou em evolução

[instrumentation]: /docs/languages/
[otlp]: /docs/specs/otel/protocol/
[collector]: /docs/collector/
[instrument-java-metrics]: /docs/languages/java/api/#meterprovider
[otlp-exporter]: /docs/specs/otel/protocol/exporter/
[java-otlp-example]:
  https://github.com/open-telemetry/opentelemetry-java-docs/tree/main/otlp
[py-otlp-example]:
  https://opentelemetry-python.readthedocs.io/en/stable/examples/metrics/instruments/README.html
