OpenTelemetry using Golang

OpenTelemetry offers a single set of APIs and libraries that standardize how you collect and transfer telemetry data. This guide focuses on setting up OpenTelemetry in a Go app to send traces to Axiom.

Prerequisites

Go 1.19 or higher: Ensure you have Go version 1.19 or higher installed in your environment.
Go app: Use your own app written in Go or start with the provided main.go sample below.
Create an Axiom account.
Create a dataset in Axiom where you send your data.
Create an API token in Axiom with permissions to create, read, update, and delete datasets.

Installing Dependencies

First, run the following in your terminal to install the necessary Go packages:

go get go.opentelemetry.io/otel
go get go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp
go get go.opentelemetry.io/otel/sdk/resource
go get go.opentelemetry.io/otel/sdk/trace
go get go.opentelemetry.io/otel/semconv/v1.24.0
go get go.opentelemetry.io/otel/trace
go get go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp
go get go.opentelemetry.io/otel/propagation

This installs the OpenTelemetry Go SDK, the OTLP (OpenTelemetry Protocol) trace exporter, and other necessary packages for instrumentation and resource definition.

Initializing a Go module and managing dependencies

Before installing the OpenTelemetry dependencies, ensure your Go project is properly initialized as a module and all dependencies are correctly managed. This step is important for resolving import issues and managing your project’s dependencies effectively.

Initialize a Go module

If your project is not already initialized as a Go module, run the following command in your project’s root directory. This step creates a go.mod file which tracks your project’s dependencies.

go mod init <module-name>

Replace <module-name> with your project’s name or the GitHub repository path if you plan to push the code to GitHub. For example, go mod init github.com/yourusername/yourprojectname.

Manage dependencies

After initializing your Go module, tidy up your project’s dependencies. This ensures that your go.mod file accurately reflects the packages your project depends on, including the correct versions of the OpenTelemetry libraries you’ll be using.

Run the following command in your project’s root directory:

go mod tidy

This command will download the necessary dependencies and update your go.mod and go.sum files accordingly. It’s a good practice to run go mod tidy after adding new imports to your project or periodically to keep dependencies up to date.

HTTP server configuration (main.go)

main.go is the entry point of the app. It invokes InstallExportPipeline from exporter.go to set up the tracing exporter. It also sets up a basic HTTP server with OpenTelemetry instrumentation to demonstrate how telemetry data can be collected and exported in a simple web app context. It also demonstrates the usage of span links to establish relationships between spans across different traces.

// main.go

package main

import (
	"context"
	"fmt"
	"log"
	"math/rand"
	"net"
	"net/http"
	"os"
	"os/signal"
	"time"

    // OpenTelemetry imports for tracing and observability.
	"go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"
	"go.opentelemetry.io/otel"
	"go.opentelemetry.io/otel/trace"
)

// main function starts the application and handles run function errors.
func main() {
	if err := run(); err != nil {
		log.Fatalln(err)
	}
}

// run sets up signal handling, tracer initialization, and starts an HTTP server.
func run() error {
	// Creating a context that listens for the interrupt signal from the OS.
	ctx, stop := signal.NotifyContext(context.Background(), os.Interrupt)
	defer stop()

	// Initializes tracing and returns a function to shut down OpenTelemetry cleanly.
	otelShutdown, err := SetupTracer()
	if err != nil {
		return err
	}
	defer func() {
		if shutdownErr := otelShutdown(ctx); shutdownErr != nil {
			log.Printf("failed to shutdown OpenTelemetry: %v", shutdownErr) // Log fatal errors during server shutdown
		}
	}()

	// Configuring the HTTP server settings.
	srv := &http.Server{
		Addr:         ":8080", // Server address
		BaseContext:  func(_ net.Listener) context.Context { return ctx },
		ReadTimeout:  5 * time.Second, // Server read timeout
		WriteTimeout: 15 * time.Second, // Server write timeout
		Handler:      newHTTPHandler(), // HTTP handler
	}

	// Starting the HTTP server in a new goroutine.
	go func() {
		if err := srv.ListenAndServe(); err != http.ErrServerClosed {
			log.Fatalf("HTTP server ListenAndServe: %v", err)
		}
	}()

	// Wait for interrupt signal to gracefully shut down the server with a timeout context.
	<-ctx.Done()
	shutdownCtx, cancel := context.WithTimeout(context.Background(), 30*time.Second)
	defer cancel() // Ensures cancel function is called on exit
	if err := srv.Shutdown(shutdownCtx); err != nil {
		log.Fatalf("HTTP server Shutdown: %v", err)  // Log fatal errors during server shutdown
	}

	return nil
}

// newHTTPHandler configures the HTTP routes and integrates OpenTelemetry.
func newHTTPHandler() http.Handler {
	mux := http.NewServeMux() // HTTP request multiplexer

	// Wrapping the handler function with OpenTelemetry instrumentation.
	handleFunc := func(pattern string, handlerFunc func(http.ResponseWriter, *http.Request)) {
		handler := otelhttp.WithRouteTag(pattern, http.HandlerFunc(handlerFunc))
		mux.Handle(pattern, handler) // Associate pattern with handler
	}

	// Registering route handlers with OpenTelemetry instrumentation
	handleFunc("/rolldice", rolldice)
	handleFunc("/roll_with_link", rollWithLink)

	handler := otelhttp.NewHandler(mux, "/")
	return handler
}

// rolldice handles the /rolldice route by generating a random dice roll.
func rolldice(w http.ResponseWriter, r *http.Request) {
	_, span := otel.Tracer("example-tracer").Start(r.Context(), "rolldice")
	defer span.End()

	// Generating a random dice roll.
	randGen := rand.New(rand.NewSource(time.Now().UnixNano()))
	roll := 1 + randGen.Intn(6)

	// Writing the dice roll to the response.
	fmt.Fprintf(w, "Rolled a dice: %d\n", roll)
}

// rollWithLink handles the /roll_with_link route by creating a new span with a link to the parent span.
func rollWithLink(w http.ResponseWriter, r *http.Request) {
	ctx, span := otel.Tracer("example-tracer").Start(r.Context(), "roll_with_link")
	defer span.End()

	/**
	 * Create a new span for rolldice with a link to the parent span.
	 * This link helps correlate events that are related but not directly a parent-child relationship.
	 */
	rollDiceCtx, rollDiceSpan := otel.Tracer("example-tracer").Start(ctx, "rolldice",
		trace.WithLinks(trace.Link{
			SpanContext: span.SpanContext(),
			Attributes:  nil,
		}),
	)
	defer rollDiceSpan.End()

	// Generating a random dice roll linked to the parent context.
	randGen := rand.New(rand.NewSource(time.Now().UnixNano()))
	roll := 1 + randGen.Intn(6)

	// Writing the linked dice roll to the response.
	fmt.Fprintf(w, "Dice roll result (with link): %d\n", roll)

	// Use the rollDiceCtx if needed.
	_ = rollDiceCtx
}

Exporter configuration (exporter.go)

exporter.go is responsible for setting up the OpenTelemetry tracing exporter. It defines the resource attributes, initializes the tracer, and configures the OTLP (OpenTelemetry Protocol) exporter with appropriate endpoints and headers, allowing your app to send telemetry data to Axiom.

package main

import (
   "context" // For managing request-scoped values, cancellation signals, and deadlines.
   "crypto/tls" // For configuring TLS options, like certificates.

   // OpenTelemetry imports for setting up tracing and exporting telemetry data.
   "go.opentelemetry.io/otel" // Core OpenTelemetry APIs for managing tracers.
   "go.opentelemetry.io/otel/attribute" // For creating and managing trace attributes.
   "go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp" // HTTP trace exporter for OpenTelemetry Protocol (OTLP).
   "go.opentelemetry.io/otel/propagation" // For managing context propagation formats.
   "go.opentelemetry.io/otel/sdk/resource" // For defining resources that describe an entity producing telemetry.
   "go.opentelemetry.io/otel/sdk/trace" // For configuring tracing, like sampling and processors.
   semconv "go.opentelemetry.io/otel/semconv/v1.24.0" // Semantic conventions for resource attributes.
)

const (
   serviceName           = "axiom-go-otel" // Name of the service for tracing.
   serviceVersion        = "0.1.0" // Version of the service.
   otlpEndpoint          = "api.axiom.co" // OTLP collector endpoint.
   bearerToken           = "Bearer $API_TOKEN" // Authorization token.
   deploymentEnvironment = "production" // Deployment environment.
)

func SetupTracer() (func(context.Context) error, error) {
   ctx := context.Background()
   return InstallExportPipeline(ctx) // Setup and return the export pipeline for telemetry data.
}

func Resource() *resource.Resource {
   // Defines resource with service name, version, and environment.
   return resource.NewWithAttributes(
       semconv.SchemaURL,
       semconv.ServiceNameKey.String(serviceName),
       semconv.ServiceVersionKey.String(serviceVersion),
       attribute.String("environment", deploymentEnvironment),
   )
}

func InstallExportPipeline(ctx context.Context) (func(context.Context) error, error) {
   // Sets up OTLP HTTP exporter with endpoint, headers, and TLS config.
   exporter, err := otlptracehttp.New(ctx,
       otlptracehttp.WithEndpoint(otlpEndpoint),
       otlptracehttp.WithHeaders(map[string]string{
           "Authorization":   bearerToken,
           "X-AXIOM-DATASET": "$DATASET_NAME",
       }),
       otlptracehttp.WithTLSClientConfig(&tls.Config{}),
   )
   if err != nil {
       return nil, err
   }

   // Configures the tracer provider with the exporter and resource.
   tracerProvider := trace.NewTracerProvider(
       trace.WithBatcher(exporter),
       trace.WithResource(Resource()),
   )
   otel.SetTracerProvider(tracerProvider)

   // Sets global propagator to W3C Trace Context and Baggage.
   otel.SetTextMapPropagator(propagation.NewCompositeTextMapPropagator(
       propagation.TraceContext{},
       propagation.Baggage{},
   ))

   return tracerProvider.Shutdown, nil // Returns a function to shut down the tracer provider.
}

Run the app

To run the app, execute both exporter.go and main.go. Use the command go run main.go exporter.go to start the app. Once your app is running, traces collected by your app are exported to Axiom. The server starts on the specified port, and you can interact with it by sending requests to the /rolldice endpoint.

For example, if you are using port 8080, your app will be accessible locally at http://localhost:8080/rolldice. This URL will direct your requests to the /rolldice endpoint of your server running on your local machine.

Observe the telemetry data in Axiom

After deploying your app, you can log into your Axiom account to view and analyze the telemetry data. As you interact with your app, traces will be collected and exported to Axiom, where you can monitor and analyze your app’s performance and behavior.

Observing the Telemetry Data in Axiom image

Dynamic OpenTelemetry traces dashboard

This data can then be further viewed and analyzed in Axiom’s dashboard, providing insights into the performance and behavior of your app.

Dynamic OpenTelemetry Traces Dashboard Go

Send data from an existing Golang project

Manual Instrumentation

Manual instrumentation in Go involves managing spans within your code to track operations and events. This method offers precise control over what is instrumented and how spans are configured.

Initialize the tracer:

Use the OpenTelemetry API to obtain a tracer instance. This tracer will be used to start and manage spans.

tracer := otel.Tracer("serviceName")

Create and manage spans:

Manually start spans before the operations you want to trace and ensure they are ended after the operations complete.

ctx, span := tracer.Start(context.Background(), "operationName")
defer span.End()
// Perform the operation here

Annotate spans:

Enhance spans with additional information using attributes or events to provide more context about the traced operation.

span.SetAttributes(attribute.String("key", "value"))
span.AddEvent("eventName", trace.WithAttributes(attribute.String("key", "value")))

Automatic Instrumentation

Automatic instrumentation in Go uses libraries and integrations that automatically create spans for operations, simplifying the addition of observability to your app.

Instrumentation libraries:

Use OpenTelemetry-contrib libraries designed for automatic instrumentation of standard Go frameworks and libraries, such as net/http.

import "go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"

Wrap handlers and clients:

Automatically instrument HTTP servers and clients by wrapping them with OpenTelemetry’s instrumentation. For HTTP servers, wrap your handlers with otelhttp.NewHandler.

http.Handle("/path", otelhttp.NewHandler(handler, "operationName"))

Minimal code changes:

After setting up automatic instrumentation, no further changes are required for tracing standard operations. The instrumentation takes care of starting, managing, and ending spans.

Reference

List of OpenTelemetry trace fields

Field Category	Field Name	Description
Unique Identifiers
	_rowid	Unique identifier for each row in the trace data.
	span_id	Unique identifier for the span within the trace.
	trace_id	Unique identifier for the entire trace.
Timestamps
	_systime	System timestamp when the trace data was recorded.
	_time	Timestamp when the actual event being traced occurred.
HTTP Attributes
	attributes.custom[“http.host”]	Host information where the HTTP request was sent.
	attributes.custom[“http.server_name”]	Server name for the HTTP request.
	attributes.http.flavor	HTTP protocol version used.
	attributes.http.method	HTTP method used for the request.
	attributes.http.route	Route accessed during the HTTP request.
	attributes.http.scheme	Protocol scheme (HTTP/HTTPS).
	attributes.http.status_code	HTTP response status code.
	attributes.http.target	Specific target of the HTTP request.
	attributes.http.user_agent	User agent string of the client.
	attributes.custom.user_agent.original	Original user agent string, providing client software and OS.
Network Attributes
	attributes.net.host.port	Port number on the host receiving the request.
	attributes.net.peer.port	Port number on the peer (client) side.
	attributes.custom[“net.peer.ip”]	IP address of the peer in the network interaction.
	attributes.net.sock.peer.addr	Socket peer address, indicating the IP version used.
	attributes.net.sock.peer.port	Socket peer port number.
	attributes.custom.net.protocol.version	Protocol version used in the network interaction.
Operational Details
	duration	Time taken for the operation.
	kind	Type of span (for example,, server, client).
	name	Name of the span.
	scope	Instrumentation scope.
	service.name	Name of the service generating the trace.
	service.version	Version of the service generating the trace.
Resource Attributes
	resource.environment	Environment where the trace was captured, for example,, production.
	attributes.custom.http.wrote_bytes	Number of bytes written in the HTTP response.
Telemetry SDK Attributes
	telemetry.sdk.language	Language of the telemetry SDK (if previously not included).
	telemetry.sdk.name	Name of the telemetry SDK (if previously not included).
	telemetry.sdk.version	Version of the telemetry SDK (if previously not included).

List of imported libraries

OpenTelemetry Go SDK

go.opentelemetry.io/otel

This is the core SDK for OpenTelemetry in Go. It provides the necessary tools to create and manage telemetry data (traces, metrics, and logs).

OTLP Trace Exporter

go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp

This package allows your app to export telemetry data over HTTP using the OpenTelemetry Protocol (OTLP). It’s important for sending data to Axiom or any other backend that supports OTLP.

Resource and Trace Packages

go.opentelemetry.io/otel/sdk/resource and go.opentelemetry.io/otel/sdk/trace

These packages help define the properties of your telemetry data, such as service name and version, and manage trace data within your app.

Semantic Conventions

go.opentelemetry.io/otel/semconv/v1.24.0

This package provides standardized schema URLs and attributes, ensuring consistency across different OpenTelemetry implementations.

Tracing API

go.opentelemetry.io/otel/trace

This package offers the API for tracing. It enables you to create spans, record events, and manage context propagation in your app.

HTTP Instrumentation

go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp

Used for instrumenting HTTP clients and servers. It automatically records data about HTTP requests and responses, which is essential for web apps.

Propagators

go.opentelemetry.io/otel/propagation

This package provides the ability to propagate context and trace information across service boundaries.

Axiom 101

Send Data to Axiom

Understand Data

Process Data

Management and Billing

OpenTelemetry using Golang

Prerequisites

Installing Dependencies

Initializing a Go module and managing dependencies

Initialize a Go module

Manage dependencies

HTTP server configuration (main.go)

Exporter configuration (exporter.go)

Run the app

Observe the telemetry data in Axiom

Dynamic OpenTelemetry traces dashboard

Send data from an existing Golang project

Manual Instrumentation

Automatic Instrumentation

Reference

List of OpenTelemetry trace fields

List of imported libraries

OpenTelemetry Go SDK

OTLP Trace Exporter

Resource and Trace Packages

Semantic Conventions

Tracing API

HTTP Instrumentation

Propagators

Axiom 101

Send Data to Axiom

Understand Data

Process Data

Management and Billing

​Prerequisites

​Installing Dependencies

​Initializing a Go module and managing dependencies

​Initialize a Go module

​Manage dependencies

​HTTP server configuration (main.go)

​Exporter configuration (exporter.go)

​Run the app

​Observe the telemetry data in Axiom

​Dynamic OpenTelemetry traces dashboard

​Send data from an existing Golang project

​Manual Instrumentation

​Automatic Instrumentation

​Reference

​List of OpenTelemetry trace fields

​List of imported libraries

​OpenTelemetry Go SDK

​OTLP Trace Exporter

​Resource and Trace Packages

​Semantic Conventions

​Tracing API

​HTTP Instrumentation

​Propagators

Prerequisites

Installing Dependencies

Initializing a Go module and managing dependencies

Initialize a Go module

Manage dependencies

HTTP server configuration (main.go)

Exporter configuration (exporter.go)

Run the app

Observe the telemetry data in Axiom

Dynamic OpenTelemetry traces dashboard

Send data from an existing Golang project

Manual Instrumentation

Automatic Instrumentation

Reference

List of OpenTelemetry trace fields

List of imported libraries

OpenTelemetry Go SDK

OTLP Trace Exporter

Resource and Trace Packages

Semantic Conventions

Tracing API

HTTP Instrumentation

Propagators