Partner – Microsoft – NPI EA (cat = Baeldung)
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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)
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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)
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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.

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Partner – Orkes – NPI EA (tag=Microservices)
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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)
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Let's get started with a Microservice Architecture with Spring Cloud:

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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.

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

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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:

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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 – Persistence – NPI EA (cat=Persistence)
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Building a REST API with Spring?

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

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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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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)
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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:

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Partner – MongoDB – NPI EA (tag=MongoDB)
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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:

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Partner – LambdaTest – NPI EA (cat=Testing)
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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.

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Automated Accessibility Testing With Selenium

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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

1. Introduction

MapStruct is a powerful and sophisticated mapping library for Java projects. By following the convention-over-configuration approach, MapStruct enables developers to map large and complex Java objects with minimal effort.

In this tutorial, we’ll see how to write unit tests for classes that have dependencies on MapStruct-generated mappers.

2. Setup

The first step to use MapStruct in our project is to add the Maven dependency to our pom.xml:

<dependency>
    <groupId>org.mapstruct</groupId>
    <artifactId>mapstruct</artifactId>
    <version>1.6.3</version>
</dependency>

Additionally, for the Spring test cases, the spring-context and spring-test modules are required:

<dependency>
    <groupId>org.springframework</groupId>
    <artifactId>spring-context</artifactId>
    <version>6.2.1</version>
    <scope>test</scope>
</dependency>
<dependency>
    <groupId>org.springframework</groupId>
    <artifactId>spring-test</artifactId>
    <version>6.2.1</version>
    <scope>test</scope>
</dependency>

3. Test Scenario Preparation

A common use case for a mapping library is the DTO-to-entity transformation that happens before the interaction with the persistence layer.

3.1. DTO

Let’s define the MediaDto, which is the source of the mapping process:

public class MediaDto {

    private Long id;

    private String title;

    // setters - getters - constructors
}

3.2. Entity

The entity for our demonstration – in other words, the target of the mapping process – is the Media class:

public class Media {

    private Long id;

    private String title;

    // setters - getters - constructors
}

3.3. Mapper

With the DTO and entity objects defined, namely MediaDto and Media, respectively, let’s write the MediaMapper definition:

@Mapper
public interface MediaMapper {

    MediaDto toDto(Media media);

    Media toEntity(MediaDto mediaDto);
}

For this tutorial, we won’t utilize nested mappers, mapper inheritance, or any other advanced MapStruct features, as our focus is on testing classes that use mappers.

3.4. Spring Bean Mapper

Since we’ll create identical test cases for non-Spring and Spring services as well, the introduction of a MediaMapper Spring bean is essential. The MediaSpringMapper, which extends the MediaMapper interface, is available to the Spring context via the generated MapStruct mapper:

@Mapper(componentModel = MappingConstants.ComponentModel.SPRING)
public interface MediaSpringMapper extends MediaMapper {
}

3.5. Class Under Test

Finally, the MediaService utilizes the MediaMapper interface, enabling us to write test cases that use either a generated MediaMapper instance or a mocked one:

public class MediaService {

    private final MediaMapper mediaMapper;

    public Media persistMedia(MediaDto mediaDto) {
        Media media = mediaMapper.toEntity(mediaDto);
        logger.info("Persist media: {}", media);
        return media;
    }

    // getters - setters - constructors
}

4. Tests With Mocked Mappers

In this section, we’ll demonstrate how to write unit tests that use mocked mappers instead of the generated ones. For the first example, we instantiate a MediaService instance using a mocked MediaMapper with Mockito:

@Test
public void whenMockedMapperIsUsed_thenMockedValuesAreMapped() {
    MediaMapper mockMediaMapper = mock(MediaMapper.class);
    Media mockedMedia = new Media(5L, "Title 5");
    when(mockMediaMapper.toEntity(any())).thenReturn(mockedMedia);

    MediaService mediaService = new MediaService(mockMediaMapper);
    MediaDto mediaDto = new MediaDto(1L, "title 1");
    Media persisted = mediaService.persistMedia(mediaDto);

    verify(mockMediaMapper).toEntity(mediaDto);
    assertEquals(mockedMedia.getId(), persisted.getId());
    assertEquals(mockedMedia.getTitle(), persisted.getTitle());
}

To ensure that the test case works as expected, the verifications assert that the mocked method toEntity() is invoked. Furthermore, we verify that the returned object is equal to the one returned by the mocked MediaMapper.

Before we write the identical test case for a Spring-managed MediaService instance, let’s create a Spring context that defines the MediaService bean:

@Configuration
public class Config {

    @Bean
    public MediaService mediaService(MediaMapper mediaMapper) {
        return new MediaService(mediaMapper);
    }
}

Now, with all the building blocks in place, let’s re-create the test case with a mocked MediaMapper:

@RunWith(SpringJUnit4ClassRunner.class)
@ContextConfiguration(classes = Config.class)
public class MediaServiceSpringMockedMapperTest {

    @Autowired
    MediaService mediaService;

    @MockitoBean
    MediaSpringMapper mockMediaMapper;

    @Test
    public void whenMockedSpringMapperIsUsed_thenMockedValuesAreMapped() {
        Media mockedMedia = new Media(12L, "title 12");
        when(mockMediaMapper.toEntity(ArgumentMatchers.any())).thenReturn(mockedMedia);

        MediaDto mediaDto = new MediaDto(1L, "title 1");
        Media persisted = mediaService.persistMedia(mediaDto);

        verify(mockMediaMapper).toEntity(mediaDto);
        assertEquals(mockedMedia.getId(), persisted.getId());
        assertEquals(mockedMedia.getTitle(), persisted.getTitle());
    }
}

Indeed, our test case code is less verbose compared to the non-Spring version. The Spring container manages the initialization of the managed beans, hence the code brevity.

5. Tests With Generated Mappers

An alternative approach to testing a service that uses a mapper is to utilize an actual mapper instance generated by the MapStruct library, rather than a mock. In the following example, we inject the mapper instance provided by the MapStruct interface Mappers into the MediaService:

@Test
public void whenGeneratedMapperIsUsed_thenActualValuesAreMapped() {
    MediaService mediaService = new MediaService(Mappers.getMapper(MediaMapper.class));
    MediaDto mediaDto = new MediaDto(1L, "title 1");

    Media persisted = mediaService.persistMedia(mediaDto);

    assertEquals(mediaDto.getId(), persisted.getId());
    assertEquals(mediaDto.getTitle(), persisted.getTitle());
}

Notably, the assertions of the above case verify that the returned object properties are equal to the properties of the instance used to invoke the persistMedia() method.

Similarly, the Spring way of testing with generated mapper instances requires a slightly modified application context. Specifically, the Spring container needs a mapper instance to be available so that the MediaService instantiation is feasible:

@RunWith(SpringJUnit4ClassRunner.class)
@ContextConfiguration(classes = { Config.class, MediaSpringMapperImpl.class })
public class MediaServiceSpringGeneratedMapperTest {

Finally, we end up with a test case that exclusively uses Spring-provided beans without the need for any manual instantiation:

@Test
public void whenGeneratedSpringMapperIsUsed_thenActualValuesAreMapped() {
    MediaDto mediaDto = new MediaDto(1L, "title 1");

    Media persisted = mediaSpringService.persistMedia(mediaDto);

    assertEquals(mediaDto.getId(), persisted.getId());
    assertEquals(mediaDto.getTitle(), persisted.getTitle());
}

As expected, the verification section is identical to the non-Spring version of the test case since the mapper implementation is essentially the same.

6. Conclusion

In this article, we provided practical examples of how to test classes that utilize MapStruct mappers. Furthermore, we demonstrated the equivalent test cases in the context of a Spring application.

As always, the source code for this article is available over on GitHub.

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:

>> 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)
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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)
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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)
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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)
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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)
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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:

>> Download the eBook

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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Partner – MongoDB – NPI EA (tag=MongoDB)
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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)

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

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eBook – Mockito – NPI (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.

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

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