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eBook – Mockito – NPI EA (tag = Mockito)
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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.

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eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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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.

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eBook – Reactive – NPI EA (cat=Reactive)
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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:

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eBook – Java Streams – NPI EA (cat=Java Streams)
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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:

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eBook – Jackson – NPI EA (cat=Jackson)
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Do JSON right with Jackson

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eBook – HTTP Client – NPI EA (cat=Http Client-Side)
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eBook – Maven – NPI EA (cat = Maven)
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eBook – Persistence – NPI EA (cat=Persistence)
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eBook – RwS – NPI EA (cat=Spring MVC)
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Course – LS – NPI EA (cat=Jackson)
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Course – RWSB – NPI EA (cat=REST)
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Explore Spring Boot 3 and Spring 6 in-depth through building a full REST API with the framework:

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Course – LSS – NPI EA (cat=Spring Security)
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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:

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Course – LSD – NPI EA (tag=Spring Data JPA)
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Spring Data JPA is a great way to handle the complexity of JPA with the powerful simplicity of Spring Boot.

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Partner – Moderne – NPI EA (cat=Spring Boot)
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Refactor Java code safely — and automatically — with OpenRewrite.

Refactoring big codebases by hand is slow, risky, and easy to put off. That’s where OpenRewrite comes in. The open-source framework for large-scale, automated code transformations helps teams modernize safely and consistently.

Each month, the creators and maintainers of OpenRewrite at Moderne run live, hands-on training sessions — one for newcomers and one for experienced users. You’ll see how recipes work, how to apply them across projects, and how to modernize code with confidence.

Join the next session, bring your questions, and learn how to automate the kind of work that usually eats your sprint time.

Course – LJB – NPI EA (cat = Core Java)
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Partner – LambdaTest – NPI EA (cat= Testing)
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Distributed systems often come with complex challenges such as service-to-service communication, state management, asynchronous messaging, security, and more.

Dapr (Distributed Application Runtime) provides a set of APIs and building blocks to address these challenges, abstracting away infrastructure so we can focus on business logic.

In this tutorial, we'll focus on Dapr's pub/sub API for message brokering. Using its Spring Boot integration, we'll simplify the creation of a loosely coupled, portable, and easily testable pub/sub messaging system:

>> Flexible Pub/Sub Messaging With Spring Boot and Dapr

1. Overview

Project Lombok is a library that helps with boilerplate code in Java, allowing us to focus more on the core application logic. Similarly, MapStruct is another library that reduces boilerplate when mapping between two Java beans.

Because these both use annotation processors, an advanced Java feature, it’s easy to make mistakes when getting the project set up.

In this tutorial, we’ll cover how to correctly configure Maven and then show at the end a working project.

2. Classpath

2.1. Dependencies

Let’s add the mapstruct and lombok dependencies to our project’s pom.xml file:

<dependencies>
    <dependency>
        <groupId>org.mapstruct</groupId>
        <artifactId>mapstruct</artifactId>
        <version>1.6.3</version>
    </dependency>
    <dependency>
        <groupId>org.projectlombok</groupId>
        <artifactId>lombok</artifactId>
        <version>1.18.32</version>
        <scope>provided</scope>
    </dependency>
</dependencies>

The provided dependency scope for the lombok dependencies means that they are used only at compile time and shouldn’t end up on the runtime classpath.

2.2. Annotation Processors

We also need to configure the annotation processor path with both mapstruct-processor and lombok-mapstruct-binding in a maven-compiler-plugin declaration:

<plugin>
    <groupId>org.apache.maven.plugins</groupId>
    <artifactId>maven-compiler-plugin</artifactId>
    <configuration>
        <annotationProcessorPaths>
            <path>
                <groupId>org.mapstruct</groupId>
                <artifactId>mapstruct-processor</artifactId>
                <version>1.6.3</version>
            </path>
            <path>
                <groupId>org.projectlombok</groupId>
                <artifactId>lombok</artifactId>
                <version>1.18.32</version>
            </path>
            <path>
                <groupId>org.projectlombok</groupId>
                <artifactId>lombok-mapstruct-binding</artifactId>
                <version>0.2.0</version>
            </path>
        </annotationProcessorPaths>
    </configuration>
</plugin>

It’s easy to make a mistake here, as annotation processors are an advanced feature. The main mistake is to forget that our runtime will search either the annotation processor path or the classpath for annotation processors, but it won’t search both.

We should note that for Lombok version 1.18.16 and above, we need to add both the Lombok lombok-mapstruct-binding and the mapstruct-processor dependencies to the annotationProcessorPaths element. When we don’t do this, we could get a compilation error: “Unknown Property in Result Type…”.

We need the lombok-mapstruct-binding dependency in order to make Lombok and MapStruct work together. Essentially, it tells MapStruct to wait until Lombok has done all its annotation processing before generating mapper classes for Lombok-enhanced beans.

3. MapStruct and Lombok Integration

We’ll use the @Builder and @Data Lombok annotations in our setup. While the former allows object creation via the Builder pattern, the latter provides constructor-based object creation via setters.

3.1. Java POJO Setup

Now, let’s start by defining a simple source class for our mapper:

@Data
public class SimpleSource {
    private String name;
    private String description;
}

Next, we define a simple destination class for our mapper:

@Data
public class SimpleDestination {
    private String name;
    private String description;
}

Finally, we’ll also define another destination class, but using the @Builder Lombok annotation:

@Builder
@Getter
public class LombokDestination {
    private String name;
    private String description;
}

3.2. Using the @Mapper Annotation

When we use the @Mapper annotation, MapStruct automatically creates the mapper implementation.

Let’s define the mapper interface:

@Mapper
public interface LombokMapper {
    SimpleDestination sourceToDestination(SimpleSource source);
    LombokDestination sourceToLombokDestination(SimpleSource source);
}

When we execute the mvn clean install command, the mapper implementation class is created under the /target/generated-sources/annotations/ folder.

Let’s go through the generated implementation class:

public class LombokMapperImpl implements LombokMapper {

    @Override
    public SimpleDestination sourceToDestination(SimpleSource source) {
        if ( source == null ) {
            return null;
        }

        SimpleDestination simpleDestination = new SimpleDestination();

        simpleDestination.setName( source.getName() );
        simpleDestination.setDescription( source.getDescription() );

        return simpleDestination;
    }

    @Override
    public LombokDestination sourceToLombokDestination(SimpleSource source) {
        if ( source == null ) {
            return null;
        }

        LombokDestination.LombokDestinationBuilder lombokDestination = LombokDestination.builder();

        lombokDestination.name( source.getName() );
        lombokDestination.description( source.getDescription() );

        return lombokDestination.build();
    }
}

As we can see here, the implementation has two methods for mapping the source object to the different destinations. However, the major difference lies in how the destination object is built.

The implementation uses the builder() method for the LombokDestination class. On the other hand, it uses the constructor to create the SimpleDestination object and the setters to map the variables.

3.3. Test Case

Now, let’s look at a simple test case to see the mapper implementation in action:

@Test
void whenDestinationIsMapped_thenIsSuccessful() {
    SimpleSource simpleSource = new SimpleSource();
    simpleSource.setName("file");
    simpleSource.setDescription("A text file.");

    SimpleDestination simpleDestination = lombokMapper.sourceToDestination(simpleSource);
    Assertions.assertNotNull(simpleDestination);
    Assertions.assertEquals(simpleSource.getName(), simpleDestination.getName());
    Assertions.assertEquals(simpleSource.getDescription(), simpleDestination.getDescription());

    LombokDestination lombokDestination = lombokMapper.sourceToLombokDestination(simpleSource);
    Assertions.assertNotNull(lombokDestination);
    Assertions.assertEquals(simpleSource.getName(), lombokDestination.getName());
    Assertions.assertEquals(simpleSource.getDescription(), lombokDestination.getDescription());
}

As we can verify in the test case above, the mapper implementation successfully maps the source POJO to both the destination POJOs.

4. Conclusion

In this article, we looked at how using MapStruct and Lombok together can help us write less boilerplate, which enhances the readability of the code and increases the efficiency of the development process.

We looked at how to use the @Builder and the @Data Lombok annotations with MapStruct while mapping from one POJO to another.

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

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

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

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eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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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)
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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)
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Working on getting your persistence layer right with Spring?

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Course – LS – NPI EA (cat=REST)

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

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Partner – Moderne – NPI EA (tag=Refactoring)
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Modern Java teams move fast — but codebases don’t always keep up. Frameworks change, dependencies drift, and tech debt builds until it starts to drag on delivery. OpenRewrite was built to fix that: an open-source refactoring engine that automates repetitive code changes while keeping developer intent intact.

The monthly training series, led by the creators and maintainers of OpenRewrite at Moderne, walks through real-world migrations and modernization patterns. Whether you’re new to recipes or ready to write your own, you’ll learn practical ways to refactor safely and at scale.

If you’ve ever wished refactoring felt as natural — and as fast — as writing code, this is a good place to start.

Course – LS – NPI (cat=Java)
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Get started with Spring Boot and with core Spring, through the Learn Spring course:

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eBook Jackson – NPI EA – 3 (cat = Jackson)