eBook – Guide Spring Cloud – NPI EA (cat=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.

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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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Get the most out of the Apache HTTP Client

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eBook – Maven – NPI EA (cat = Maven)
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Get Started with Apache Maven:

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

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eBook – RwS – NPI EA (cat=Spring MVC)
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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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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.

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

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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.

Partner – LambdaTest – NPI EA (cat=Testing)
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Regression testing is an important step in the release process, to ensure that new code doesn't break the existing functionality. As the codebase evolves, we want to run these tests frequently to help catch any issues early on.

The best way to ensure these tests run frequently on an automated basis is, of course, to include them in the CI/CD pipeline. This way, the regression tests will execute automatically whenever we commit code to the repository.

In this tutorial, we'll see how to create regression tests using Selenium, and then include them in our pipeline using GitHub Actions:, to be run on the LambdaTest cloud grid:

>> How to Run Selenium Regression Tests With GitHub Actions

Course – LJB – NPI EA (cat = Core Java)
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Code your way through and build up a solid, practical foundation of Java:

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eBook – Reactive – NPI(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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1. Overview

Reactive programming is a programming paradigm emphasizing the principles of asynchronous data streams and non-blocking operations. The key objective is to build applications that can handle multiple concurrent events and process them in real-time.

Traditionally, in imperative programming, we execute code sequentially, one instruction at a time. However, in reactive programming, we can process multiple events concurrently, which enables us to create more responsive and scalable applications.

This tutorial will cover Hibernate Reactive programming, including the basics, its differences from traditional imperative programming, and a step-by-step guide on using Hibernate Reactive with Spring Boot.

2. What Is Hibernate Reactive?

Reactive Hibernate is an extension of the Hibernate ORM framework, widely used for mapping object-oriented programming models to relational databases. This extension incorporates reactive programming concepts into Hibernate, enabling Java applications to interact with relational databases more efficiently and responsively. By integrating reactive principles such as non-blocking I/O and asynchronous data processing, Reactive Hibernate allows developers to create highly scalable and responsive database interactions within their Java applications.

Hibernate Reactive extends the popular Hibernate ORM framework to support reactive programming paradigms. This extension enables developers to build reactive applications capable of handling large datasets and high traffic loads. One significant benefit of Hibernate Reactive is its ability to facilitate asynchronous database access, ensuring the application can handle multiple requests concurrently without creating a bottleneck.

3. What Makes It Special

In traditional database interactions, when a program sends a request to the database, it has to wait for the response before moving on to the next task. This waiting time can add up, especially in applications heavily relying on the database. Hibernate Reactive introduces a new approach where database interactions are handled asynchronously.

This means that instead of waiting for each database operation to finish before moving forward, the program can carry out other tasks at the same time while waiting for the database response.

This concept is similar to being able to continue shopping while the cashier processes the payment. Hibernate Reactive significantly improves applications’ overall efficiency, performance, resource utilization, and responsiveness by allowing programs to perform other tasks while waiting for database responses.

This is particularly important in scenarios such as high-traffic e-commerce websites, where applications must handle many concurrent users or execute multiple database operations simultaneously.

In such cases, Hibernate Reactive’s capability to continue with other tasks while waiting for database responses can greatly enhance the application’s performance and user experience. Hibernate Reactive provides developers with the tools to build highly scalable and responsive applications. It enables these applications to handle heavy database workloads without sacrificing performance. This demonstrates the potential of Hibernate Reactive in the hands of skilled developers. Explaining these points helps to understand how Hibernate Reactive differs from traditional database interactions and why it is beneficial for creating modern Java applications. However, it’s important to note that Hibernate Reactive may not be suitable for all use cases, especially those that require strict transactional consistency or have complex data access patterns.

4. Maven Dependency

Before we start, we need to add the Hibernate Reactive Core and Reactive Relational Database Connectivity (R2DBC) dependencies to the pom.xml file:

<dependency>
    <groupId>org.springframework.boot</groupId>
    <artifactId>spring-boot-starter-data-r2dbc</artifactId>
</dependency>
<dependency>
    <groupId>org.hibernate.reactive</groupId>
    <artifactId>hibernate-reactive-core</artifactId>
</dependency>

5. Add Reactive Repository

In traditional Spring Data, repositories handle database interactions synchronously. Reactive repositories perform these operations asynchronously, making them more responsive.

5.1. Entities

Entities are the same as the traditional entities used in traditional applications:

@Entity
public class Product {
    @Id
    private Long id;
    private String name;
}

5.2. Reactive Repository Interfaces

Reactive repositories are specialized interfaces that extend R2dbcRepository, which is designed to support reactive programming with relational databases(R2DBC). These repositories in Hibernate offer a range of methods tailored for asynchronous operations, including save, find, update, and delete. This asynchronous approach allows for non-blocking interactions with the database, making it well-suited for high-concurrency and high-throughput applications:

@Repository
public interface ProductRepository extends R2dbcRepository<Product, Long> {
}

Reactive repositories return reactive types such as Mono (for single results) or Flux (for multiple results), allowing for the handling of asynchronous database interactions.

6. Add Reactive Service

In Spring Boot, reactive services are designed to handle business logic asynchronously by leveraging reactive programming principles, promoting increased application responsiveness and scalability. In contrast to traditional Spring applications, where service classes execute business logic synchronously, reactive applications have service methods that return reactive types to manage asynchronous operations effectively. This approach allows for more efficient resource utilization and improved handling of concurrent requests :

@Service
public class ProductService {
    private final ProductRepository productRepository;
    
    @Autowired
    public ProductService(ProductRepository productRepository) {
        this.productRepository = productRepository;
    }

    public Flux<Product> findAll() {
        return productRepository.findAll();
    }

    public Mono<Product> save(Product product) {
        return productRepository.save(product);
    }
}

like Repositories, Services methods return reactive types like Mono or Flux, allowing them to perform asynchronous operations without blocking the application.

7. Unit Testing

Reactive unit testing is an essential practice in software development, focusing on testing individual application components in isolation to ensure their proper functioning. Specifically in reactive applications, unit tests play a crucial role in verifying the behavior of reactive components such as controllers, services, and repositories. Regarding reactive services, unit tests are important for ensuring that service methods exhibit the expected behavior, including managing asynchronous operations and correctly handling error conditions. These tests help to guarantee the reliability and effectiveness of the reactive components within the application:

public class ProductServiceUnitTest {
    @Autowired
    private ProductService productService;

    @Autowired
    private ProductRepository productRepository;
    @BeforeEach
    void setUp() {
        productRepository.deleteAll()
          .then(productRepository.save(new Product(1L, "Product 1", "Category 1", 10.0)))
          .then(productRepository.save(new Product(2L, "Product 2", "Category 2", 15.0)))
          .then(productRepository.save(new Product(3L, "Product 3", "Category 3", 20.0)))
          .block();
    }

    @Test
    void testSave() {
        Product newProduct = new Product(4L, "Product 4", "Category 4", 24.0);

        StepVerifier.create(productService.save(newProduct))
          .assertNext(product -> {
              assertNotNull(product.getId());
              assertEquals("Product 4", product.getName());
          })
          .verifyComplete();
        StepVerifier.create(productService.findAll())
          .expectNextCount(4)
          .verifyComplete();
    }

    @Test
    void testFindAll() {
        StepVerifier.create(productService.findAll())
          .expectNextCount(3)
          .verifyComplete();
    }
}

8. Conclusion

In this tutorial, We covered the fundamentals of building reactive applications using Hibernate Reactive and Spring Boot. We also discussed the benefits and how to define and implement reactive components. We also addressed unit testing for reactive components, emphasizing the ability to create modern, efficient, and scalable applications.

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:

>> 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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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=Spring)
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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)
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