Book Image

Mastering Distributed Tracing

By : Yuri Shkuro
Book Image

Mastering Distributed Tracing

By: Yuri Shkuro

Overview of this book

Mastering Distributed Tracing will equip you to operate and enhance your own tracing infrastructure. Through practical exercises and code examples, you will learn how end-to-end tracing can be used as a powerful application performance management and comprehension tool. The rise of Internet-scale companies, like Google and Amazon, ushered in a new era of distributed systems operating on thousands of nodes across multiple data centers. Microservices increased that complexity, often exponentially. It is harder to debug these systems, track down failures, detect bottlenecks, or even simply understand what is going on. Distributed tracing focuses on solving these problems for complex distributed systems. Today, tracing standards have developed and we have much faster systems, making instrumentation less intrusive and data more valuable. Yuri Shkuro, the creator of Jaeger, a popular open-source distributed tracing system, delivers end-to-end coverage of the field in Mastering Distributed Tracing. Review the history and theoretical foundations of tracing; solve the data gathering problem through code instrumentation, with open standards like OpenTracing, W3C Trace Context, and OpenCensus; and discuss the benefits and applications of a distributed tracing infrastructure for understanding, and profiling, complex systems.
Table of Contents (21 chapters)
Mastering Distributed Tracing
Contributors
Preface
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15
Afterword
Index

Exercise 2 – the first trace


Now that we are familiar with the sample application, let's add some very basic instrumentation to it to create a trace for each HTTP request that it handles. We will do it in three steps:

  1. Create a tracer instance

  2. Start a span in the HTTP handler function

  3. Annotate the span with additional details in a few places in the code

Step 1 – create a tracer instance

As mentioned, OpenTracing is just an API, so we need to instantiate a concrete implementation of the tracer. We will be using the Jaeger tracer as an example, but the function that creates the tracer will be the only place in the whole program that is Jaeger-specific. It can be easily replaced with any other OpenTracing-compatible tracer, such as Zipkin or tracers from commercial vendors.

Tracers are expected to be used as singletons: one tracer per application. There are rare scenarios when an application needs more than one tracer. For example, as we will see in Chapter 7, Tracing with Service Mesh, service meshes...