Partner – Microsoft – NPI EA (cat = Baeldung)
announcement - icon

Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat= Spring Boot)
announcement - icon

Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, you can get started over on the documentation page.

And, you can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Orkes – NPI EA (cat=Spring)
announcement - icon

Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

Partner – Orkes – NPI EA (tag=Microservices)
announcement - icon

Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

eBook – Guide Spring Cloud – NPI EA (cat=Spring Cloud)
announcement - icon

Let's get started with a Microservice Architecture with Spring Cloud:

>> Join Pro and download the eBook

eBook – Mockito – NPI EA (tag = Mockito)
announcement - icon

Mocking is an essential part of unit testing, and the Mockito library makes it easy to write clean and intuitive unit tests for your Java code.

Get started with mocking and improve your application tests using our Mockito guide:

Download the eBook

eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
announcement - icon

Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.

Get started with understanding multi-threaded applications with our Java Concurrency guide:

>> Download the eBook

eBook – Reactive – NPI EA (cat=Reactive)
announcement - icon

Spring 5 added support for reactive programming with the Spring WebFlux module, which has been improved upon ever since. Get started with the Reactor project basics and reactive programming in Spring Boot:

>> Join Pro and download the eBook

eBook – Java Streams – NPI EA (cat=Java Streams)
announcement - icon

Since its introduction in Java 8, the Stream API has become a staple of Java development. The basic operations like iterating, filtering, mapping sequences of elements are deceptively simple to use.

But these can also be overused and fall into some common pitfalls.

To get a better understanding on how Streams work and how to combine them with other language features, check out our guide to Java Streams:

>> Join Pro and download the eBook

eBook – Jackson – NPI EA (cat=Jackson)
announcement - icon

Do JSON right with Jackson

Download the E-book

eBook – HTTP Client – NPI EA (cat=Http Client-Side)
announcement - icon

Get the most out of the Apache HTTP Client

Download the E-book

eBook – Maven – NPI EA (cat = Maven)
announcement - icon

Get Started with Apache Maven:

Download the E-book

eBook – Persistence – NPI EA (cat=Persistence)
announcement - icon

Working on getting your persistence layer right with Spring?

Explore the eBook

eBook – RwS – NPI EA (cat=Spring MVC)
announcement - icon

Building a REST API with Spring?

Download the E-book

Course – LS – NPI EA (cat=Jackson)
announcement - icon

Get started with Spring and Spring Boot, through the Learn Spring course:

>> LEARN SPRING
Course – RWSB – NPI EA (cat=REST)
announcement - icon

Explore Spring Boot 3 and Spring 6 in-depth through building a full REST API with the framework:

>> The New “REST With Spring Boot”

Course – LSS – NPI EA (cat=Spring Security)
announcement - icon

Yes, Spring Security can be complex, from the more advanced functionality within the Core to the deep OAuth support in the framework.

I built the security material as two full courses - Core and OAuth, to get practical with these more complex scenarios. We explore when and how to use each feature and code through it on the backing project.

You can explore the course here:

>> Learn Spring Security

Course – LSD – NPI EA (tag=Spring Data JPA)
announcement - icon

Spring Data JPA is a great way to handle the complexity of JPA with the powerful simplicity of Spring Boot.

Get started with Spring Data JPA through the guided reference course:

>> CHECK OUT THE COURSE

Partner – MongoDB – NPI EA (tag=MongoDB)
announcement - icon

Traditional keyword-based search methods rely on exact word matches, often leading to irrelevant results depending on the user's phrasing.

By comparison, using a vector store allows us to represent the data as vector embeddings, based on meaningful relationships. We can then compare the meaning of the user’s query to the stored content, and retrieve more relevant, context-aware results.

Explore how to build an intelligent chatbot using MongoDB Atlas, Langchain4j and Spring Boot:

>> Building an AI Chatbot in Java With Langchain4j and MongoDB Atlas

Partner – LambdaTest – NPI EA (cat=Testing)
announcement - icon

Accessibility testing is a crucial aspect to ensure that your application is usable for everyone and meets accessibility standards that are required in many countries.

By automating these tests, teams can quickly detect issues related to screen reader compatibility, keyboard navigation, color contrast, and other aspects that could pose a barrier to using the software effectively for people with disabilities.

Learn how to automate accessibility testing with Selenium and the LambdaTest cloud-based testing platform that lets developers and testers perform accessibility automation on over 3000+ real environments:

Automated Accessibility Testing With Selenium

eBook – Guide Spring Cloud – NPI (cat=Cloud/Spring Cloud)
announcement - icon

Let's get started with a Microservice Architecture with Spring Cloud:

>> Join Pro and download the eBook

1. Overview

In this article, we’ll take a look at Spring Cloud Sleuth and see how we can use it for tracing in Spring Boot. It adds useful, extra information to our logs and makes it easier to debug actions by adding unique identifiers to them. These actions are called traces in Sleuth terminology. They can consist of several steps, called spans.

For example, a trace can be a GET request that is querying data from our application. When our application processes the request, it can be split up into smaller steps: user authorization, executing the database query, transforming the response. Each of these steps is a unique span belonging to the same trace.

In some cases, we might want to get the ID of the current trace or span. For instance, we could send these to the development team when there is an incident. Then they can use this to debug and fix the problem.

2. Application Setup

Let’s start by creating a Spring Boot project and adding the spring-cloud-starter-sleuth dependency:

<dependency>
    <groupId>org.springframework.cloud</groupId>
    <artifactId>spring-cloud-starter-sleuth</artifactId>
    <version>3.1.0</version>
</dependency>

This starter dependency integrates well with Spring Boot and provides the necessary configuration to start using Spring Cloud Sleuth.

However, there is one extra step we can take. Let’s set the name of our application in the application.properties file, this way we’ll see this in the logs along with the trace and span IDs:

spring.application.name=Baeldung Sleuth Tutorial

Now we need an entry point to our application. Let’s create a REST controller with a single GET endpoint:

@RestController
public class SleuthTraceIdController {

    @GetMapping("/traceid")
    public String getSleuthTraceId() {
        return "Hello from Sleuth";
    }
}

Let’s visit our API endpoint at http://localhost:8080/traceid. We should see “Hello from Sleuth” in the response.

3. Logging

Let’s add a log statement to the getSleuthTraceId method. First, we need a Logger for our class. Then we can log the message:

private static final Logger logger = LoggerFactory.getLogger(SleuthTraceIdController.class);

@GetMapping("/traceid")
public String getSleuthTraceId() {
    logger.info("Hello with Sleuth");
    return "Hello from Sleuth";
}

Let’s call our API endpoint again and check the logs. We should find something similar to this:

INFO [Baeldung Sleuth Tutorial,e48f140a63bb9fbb,e48f140a63bb9fbb] 9208 --- [nio-8080-exec-1] c.b.s.traceid.SleuthTraceIdController : Hello with Sleuth

Notice that the application name is inside the brackets at the beginning. These brackets are added by Sleuth. They represent the application name, trace ID, and span ID.

4. Current Trace and Span

We can use the above example to debug issues in our application, but it might be challenging to determine what caused it and which trace to follow. That’s why we’ll get the current trace programmatically, and then we can use it for any further investigations.

In our implementation, we’ll simplify this use case, and we’ll just log the trace IDs to the console.

Firstly, we need to get an instance of a Tracer object. Let’s inject it into our controller and get the current span:

@Autowired
private Tracer tracer;

@GetMapping("/traceid")
public String getSleuthTraceId() {
    logger.info("Hello with Sleuth");
    Span span = tracer.currentSpan();
    return "Hello from Sleuth";
}

Notice that the currentSpan method can return null if there is no active span at the moment. Therefore we have to perform an additional check to see if we can proceed and use this Span object without getting NullPointerException. Let’s implement this check and log the current trace and span IDs:

Span span = tracer.currentSpan();
if (span != null) {
    logger.info("Trace ID {}", span.context().traceIdString());
    logger.info("Span ID {}", span.context().spanIdString());
}

Let’s run the application and look for these messages when we visit our API endpoint. They should contain the same IDs as the brackets added by Sleuth.

5. Trace and Span ID as Decimal Numbers

There is another way to get the span ID with the spanId method instead of spanIdString. The difference between them is that the latter one returns the hexadecimal representation of the value while the first one returns a decimal number. Let’s compare them in action and log the decimal value as well:

Span span = tracer.currentSpan();
if (span != null) {
    logger.info("Span ID hex {}", span.context().spanIdString());
    logger.info("Span ID decimal {}", span.context().spanId());
}

The two values represent the same number, and the output should look similar to this:

INFO [Baeldung Sleuth Tutorial,0de46b6fcbc8da83,0de46b6fcbc8da83] 8648 --- [nio-8080-exec-3] c.b.s.traceid.SleuthTraceIdController    : Span ID hex 0de46b6fcbc8da83
INFO [Baeldung Sleuth Tutorial,0de46b6fcbc8da83,0de46b6fcbc8da83] 8648 --- [nio-8080-exec-3] c.b.s.traceid.SleuthTraceIdController    : Span ID decimal 1001043145087572611

Similarly, this applies to trace IDs as well. Instead of traceIdString, we can use the traceId method. traceIdString returns a hexadecimal value while traceId returns a decimal value:

logger.info("Trace ID hex {}", span.context().traceIdString());
logger.info("Trace ID decimal {}", span.context().traceId());

The output is very similar to the previous one. It contains the trace ID in hexadecimal first then in decimal:

INFO [Baeldung Sleuth Tutorial,34ec0b8ac9d65e91,34ec0b8ac9d65e91] 7384 --- [nio-8080-exec-1] c.b.s.traceid.SleuthTraceIdController    : Trace ID hex 34ec0b8ac9d65e91
INFO [Baeldung Sleuth Tutorial,34ec0b8ac9d65e91,34ec0b8ac9d65e91] 7384 --- [nio-8080-exec-1] c.b.s.traceid.SleuthTraceIdController    : Trace ID decimal 3813435675195629201

6. Conclusion

In this article, we discussed how Spring Cloud Sleuth could help debug and trace events in Spring Boot. First, we used the Tracer object to reference the current span and the TraceContext. After that, we were able to get the ID of the current trace and span. In addition, we saw how different methods return the ID in different number systems.

The code backing this article is available on GitHub. Once you're logged in as a Baeldung Pro Member, start learning and coding on the project.
Baeldung Pro – NPI EA (cat = Baeldung)
announcement - icon

Baeldung Pro comes with both absolutely No-Ads as well as finally with Dark Mode, for a clean learning experience:

>> Explore a clean Baeldung

Once the early-adopter seats are all used, the price will go up and stay at $33/year.

Partner – Microsoft – NPI EA (cat = Baeldung)
announcement - icon

Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat = Spring Boot)
announcement - icon

Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Orkes – NPI EA (cat = Spring)
announcement - icon

Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

Partner – Orkes – NPI EA (tag = Microservices)
announcement - icon

Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

eBook – HTTP Client – NPI EA (cat=HTTP Client-Side)
announcement - icon

The Apache HTTP Client is a very robust library, suitable for both simple and advanced use cases when testing HTTP endpoints. Check out our guide covering basic request and response handling, as well as security, cookies, timeouts, and more:

>> Download the eBook

eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
announcement - icon

Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.

Get started with understanding multi-threaded applications with our Java Concurrency guide:

>> Download the eBook

eBook – Java Streams – NPI EA (cat=Java Streams)
announcement - icon

Since its introduction in Java 8, the Stream API has become a staple of Java development. The basic operations like iterating, filtering, mapping sequences of elements are deceptively simple to use.

But these can also be overused and fall into some common pitfalls.

To get a better understanding on how Streams work and how to combine them with other language features, check out our guide to Java Streams:

>> Join Pro and download the eBook

eBook – Persistence – NPI EA (cat=Persistence)
announcement - icon

Working on getting your persistence layer right with Spring?

Explore the eBook

Partner – MongoDB – NPI EA (tag=MongoDB)
announcement - icon

Traditional keyword-based search methods rely on exact word matches, often leading to irrelevant results depending on the user's phrasing.

By comparison, using a vector store allows us to represent the data as vector embeddings, based on meaningful relationships. We can then compare the meaning of the user’s query to the stored content, and retrieve more relevant, context-aware results.

Explore how to build an intelligent chatbot using MongoDB Atlas, Langchain4j and Spring Boot:

>> Building an AI Chatbot in Java With Langchain4j and MongoDB Atlas

Course – LS – NPI EA (cat=REST)

announcement - icon

Get started with Spring Boot and with core Spring, through the Learn Spring course:

>> CHECK OUT THE COURSE

Partner – Microsoft – NPI (cat=Spring)
announcement - icon

Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

eBook Jackson – NPI EA – 3 (cat = Jackson)
eBook – eBook Guide Spring Cloud – NPI (cat=Cloud/Spring Cloud)