OpenTelemetry를 사용하여 trace 수집 설정

이 문서에서는 OpenTelemetry를 사용하여 클라이언트 측 및 엔드 투 엔드 trace를 설정하는 방법을 설명합니다. 엔드 투 엔드 trace를 선택하려면 먼저 클라이언트 측 trace를 설정해야 합니다. 자세한 내용은 Trace 컬렉션 개요를 참조하세요.

시작하기 전에

  • 애플리케이션에서 사용하는 서비스 계정에 trace 수집을 설정하는 데 필요한 권한이 있는지 확인하려면 관리자에게 애플리케이션에서 사용하는 서비스 계정에 프로젝트에 대한 Cloud Trace 에이전트(roles/cloudtrace.agent) IAM 역할을 부여해 달라고 요청하세요.

  • 프로젝트에 Cloud Trace API가 사용 설정되어 있는지 확인합니다. API 사용 설정에 관한 자세한 내용은 API 사용 설정을 참고하세요.

클라이언트 측 trace 구성

클라이언트 측 trace를 구성하려면 trace를 내보내야 합니다. 수집기로 내보내거나 관측 가능성 백엔드로 trace를 직접 내보낼 수 있습니다. OpenTelemetry API를 사용하여 trace를 구성할 수 있습니다.

OpenTelemetry API를 사용하여 수집기로 trace 내보내기

OpenTelemetry API를 사용하여 수집기로 trace를 내보내려면 OpenTelemetry SDK 및 OLTP 내보내기 도구를 구성합니다.

  1. 다음 코드를 사용하여 필요한 종속 항목을 애플리케이션에 추가합니다.

    Java

    <dependency>
      <groupId>com.google.cloud</groupId>
      <artifactId>google-cloud-spanner</artifactId>
    </dependency>
    <dependency>
      <groupId>io.opentelemetry</groupId>
      <artifactId>opentelemetry-sdk</artifactId>
    </dependency>
    <dependency>
      <groupId>io.opentelemetry</groupId>
      <artifactId>opentelemetry-sdk-trace</artifactId>
    </dependency>
    <dependency>
      <groupId>io.opentelemetry</groupId>
      <artifactId>opentelemetry-exporter-otlp</artifactId>
    </dependency>

    Go

    go.opentelemetry.io/otel v1.28.0
    go.opentelemetry.io/otel/sdk v1.28.0
    go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.28.0

    Node.js

    "@opentelemetry/exporter-trace-otlp-grpc": "^0.57.0",
    "@opentelemetry/sdk-trace-base": "^1.26.0",
    "@opentelemetry/sdk-trace-node": "^1.26.0",

    Python

    pip install opentelemetry-api opentelemetry-sdk
    pip install opentelemetry-exporter-otlp

  2. OpenTelemetry 객체를 구성하고 trace를 사용 설정합니다.

    Java

    Resource resource = Resource
        .getDefault().merge(Resource.builder().put("service.name", "My App").build());
    
    OtlpGrpcSpanExporter otlpGrpcSpanExporter =
        OtlpGrpcSpanExporter
            .builder()
            .setEndpoint(otlpEndpoint) // Replace with your OTLP endpoint
            .build();
    
    // Using a batch span processor
    // You can use `.setScheduleDelay()`, `.setExporterTimeout()`,
    // `.setMaxQueueSize`(), and `.setMaxExportBatchSize()` to further customize.
    BatchSpanProcessor otlpGrpcSpanProcessor =
        BatchSpanProcessor.builder(otlpGrpcSpanExporter).build();
    
    // Create a new tracer provider
    sdkTracerProvider = SdkTracerProvider.builder()
        // Use Otlp exporter or any other exporter of your choice.
        .addSpanProcessor(otlpGrpcSpanProcessor)
        .setResource(resource)
        .setSampler(Sampler.traceIdRatioBased(0.1))
        .build();
    
    // Export to a collector that is expecting OTLP using gRPC.
    OpenTelemetry openTelemetry = OpenTelemetrySdk.builder()
        .setTracerProvider(sdkTracerProvider).build();
    
    // Enable OpenTelemetry traces before Injecting OpenTelemetry
    SpannerOptions.enableOpenTelemetryTraces();
    
    // Inject OpenTelemetry object via Spanner options or register as GlobalOpenTelemetry.
    SpannerOptions options = SpannerOptions.newBuilder()
        .setOpenTelemetry(openTelemetry)
        .build();
    Spanner spanner = options.getService();

    Go

    
    // Ensure that your Go runtime version is supported by the OpenTelemetry-Go
    // compatibility policy before enabling OpenTelemetry instrumentation.
    
    // Enable OpenTelemetry traces by setting environment variable GOOGLE_API_GO_EXPERIMENTAL_TELEMETRY_PLATFORM_TRACING
    // to the case-insensitive value "opentelemetry" before loading the client library.
    
    ctx := context.Background()
    
    // Create a new resource to uniquely identify the application
    res, err := resource.Merge(resource.Default(),
    	resource.NewWithAttributes(semconv.SchemaURL,
    		semconv.ServiceName("My App"),
    		semconv.ServiceVersion("0.1.0"),
    	))
    if err != nil {
    	log.Fatal(err)
    }
    
    // Create a new OTLP exporter.
    defaultOtlpEndpoint := "http://localhost:4317" // Replace with the endpoint on which OTLP collector is running
    traceExporter, err := otlptracegrpc.New(ctx, otlptracegrpc.WithEndpoint(defaultOtlpEndpoint))
    if err != nil {
    	log.Fatal(err)
    }
    
    // Create a new tracer provider
    tracerProvider := sdktrace.NewTracerProvider(
    	sdktrace.WithResource(res),
    	sdktrace.WithBatcher(traceExporter),
    	sdktrace.WithSampler(sdktrace.TraceIDRatioBased(0.1)),
    )
    
    // Register tracer provider as global
    otel.SetTracerProvider(tracerProvider)

    Node.js

    const {NodeTracerProvider} = require('@opentelemetry/sdk-trace-node');
    const {
      OTLPTraceExporter,
    } = require('@opentelemetry/exporter-trace-otlp-grpc');
    const {
      BatchSpanProcessor,
      TraceIdRatioBasedSampler,
    } = require('@opentelemetry/sdk-trace-base');
    const {Resource} = require('@opentelemetry/resources');
    const {Spanner} = require('@google-cloud/spanner');
    
    // Define a Resource with service metadata
    const resource = new Resource({
      'service.name': 'my-service',
      'service.version': '1.0.0',
    });
    
    // Create an OTLP gRPC trace exporter
    const traceExporter = new OTLPTraceExporter({
      url: 'http://localhost:4317', // Default OTLP gRPC endpoint
    });
    
    // Create a provider with a custom sampler
    const provider = new NodeTracerProvider({
      sampler: new TraceIdRatioBasedSampler(1.0), // Sample 100% of traces
      resource,
      spanProcessors: [new BatchSpanProcessor(traceExporter)],
    });
    
    // Uncomment following line to register tracerProvider globally or pass it in Spanner object
    // provider.register();
    
    // Create the Cloud Spanner Client.
    const spanner = new Spanner({
      projectId: projectId,
      observabilityOptions: {
        tracerProvider: provider,
        enableExtendedTracing: true,
        enableEndToEndTracing: true,
      },
    });
    

    Python

    # Setup OpenTelemetry, trace and OTLP exporter.
    tracer_provider = TracerProvider(sampler=ALWAYS_ON)
    otlp_exporter = OTLPSpanExporter(endpoint="http://localhost:4317")
    tracer_provider.add_span_processor(BatchSpanProcessor(otlp_exporter))
    
    # Setup the Cloud Spanner Client.
    spanner_client = spanner.Client(
        project_id,
        observability_options=dict(tracer_provider=tracer_provider, enable_extended_tracing=True, enable_end_to_end_tracing=True),
    )

OpenTelemetry API를 사용하여 관측 가능성 백엔드로 직접 내보내기

Cloud Trace 또는 다른 관측 가능성 서비스 제공업체 백엔드로 trace 스팬을 직접 내보내도록 Spanner 클라이언트 라이브러리를 구성하려면 다음 단계를 따르세요.

  1. 다음 코드를 사용하여 필요한 종속 항목을 애플리케이션에 추가합니다.

    Java

    <dependency>
    <groupId>com.google.cloud</groupId>
    <artifactId>google-cloud-spanner</artifactId>
    </dependency>
    <dependency>
    <groupId>io.opentelemetry</groupId>
    <artifactId>opentelemetry-api</artifactId>
    </dependency>
    <dependency>
    <groupId>io.opentelemetry</groupId>
    <artifactId>opentelemetry-sdk</artifactId>
    </dependency>
    <dependency>
    <groupId>io.opentelemetry</groupId>
    <artifactId>opentelemetry-sdk-common</artifactId>
    </dependency>
    <dependency>
    <groupId>io.opentelemetry</groupId>
    <artifactId>opentelemetry-sdk-trace</artifactId>
    </dependency>
    <dependency>
    <groupId>com.google.cloud.opentelemetry</groupId>
    <artifactId>exporter-trace</artifactId>
    <version>0.30.0</version>
    </dependency>

    Go

    go.opentelemetry.io/otel v1.28.0
    go.opentelemetry.io/otel/sdk v1.28.0
    github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/trace v1.24.1

    Node.js

    "@google-cloud/opentelemetry-cloud-trace-exporter": "^2.4.1",
    "@opentelemetry/sdk-trace-base": "^1.26.0",
    "@opentelemetry/sdk-trace-node": "^1.26.0",

    Python

    pip install opentelemetry-api opentelemetry-sdk
    pip install opentelemetry-exporter-gcp-trace

  2. OpenTelemetry 객체를 구성하고 trace를 사용 설정합니다.

    Java

    Resource resource = Resource
        .getDefault().merge(Resource.builder().put("service.name", "My App").build());
    
    SpanExporter traceExporter = TraceExporter.createWithConfiguration(
        TraceConfiguration.builder().setProjectId(projectId).build()
    );
    
    // Using a batch span processor
    // You can use `.setScheduleDelay()`, `.setExporterTimeout()`,
    // `.setMaxQueueSize`(), and `.setMaxExportBatchSize()` to further customize.
    BatchSpanProcessor otlpGrpcSpanProcessor =
        BatchSpanProcessor.builder(traceExporter).build();
    
    // Create a new tracer provider
    sdkTracerProvider = SdkTracerProvider.builder()
        // Use Otlp exporter or any other exporter of your choice.
        .addSpanProcessor(otlpGrpcSpanProcessor)
        .setResource(resource)
        .setSampler(Sampler.traceIdRatioBased(0.1))
        .build();
    
    // Export to a collector that is expecting OTLP using gRPC.
    OpenTelemetry openTelemetry = OpenTelemetrySdk.builder()
        .setTracerProvider(sdkTracerProvider).build();
    
    // Enable OpenTelemetry traces before Injecting OpenTelemetry
    SpannerOptions.enableOpenTelemetryTraces();
    
    // Inject OpenTelemetry object via Spanner options or register it as global object.
    // To register as the global OpenTelemetry object,
    // use "OpenTelemetrySdk.builder()....buildAndRegisterGlobal()".
    SpannerOptions options = SpannerOptions.newBuilder()
        .setOpenTelemetry(openTelemetry)
        .build();
    Spanner spanner = options.getService();

    Go

    
    // Ensure that your Go runtime version is supported by the OpenTelemetry-Go
    // compatibility policy before enabling OpenTelemetry instrumentation.
    
    // Enable OpenTelemetry traces by setting environment variable GOOGLE_API_GO_EXPERIMENTAL_TELEMETRY_PLATFORM_TRACING
    // to the case-insensitive value "opentelemetry" before loading the client library.
    
    // Create a new resource to uniquely identify the application
    res, err := resource.Merge(resource.Default(),
    	resource.NewWithAttributes(semconv.SchemaURL,
    		semconv.ServiceName("My App"),
    		semconv.ServiceVersion("0.1.0"),
    	))
    if err != nil {
    	log.Fatal(err)
    }
    
    // Create a new cloud trace exporter
    exporter, err := traceExporter.New(traceExporter.WithProjectID(projectID))
    if err != nil {
    	log.Fatal(err)
    }
    
    // Create a new tracer provider
    tracerProvider := sdktrace.NewTracerProvider(
    	sdktrace.WithResource(res),
    	sdktrace.WithBatcher(exporter