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

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)
announcement - icon

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)
announcement - icon

Code your way through and build up a solid, practical foundation of Java:

>> Learn Java Basics

1. Overview

Spring JPA provides a very flexible and convenient API for interaction with databases. However, sometimes, we need to customize it or add more functionality to the returned collections.

Using Map as a return type from JPA repository methods might help to create more straightforward interactions between services and databases. Unfortunately, Spring doesn’t allow this conversion to happen automatically. In this tutorial, we’ll check how to overcome this and learn some interesting techniques to make our repositories more functional.

2. Manual Implementation

The most apparent approach to the problem when a framework doesn’t provide something, is to implement it ourselves. In this case, JPA allows us to implement the repositories from scratch, skip the entire generation process, or use default methods to get the best of both worlds.

2.1. Using List

We can implement a method to map the resulting list into the map. Stream API helps greatly with this task, allowing almost one-liner implementation:

default Map<Long, User> findAllAsMapUsingCollection() {
    return findAll().stream()
      .collect(Collectors.toMap(User::getId, Function.identity()));
}

2.2. Using Stream

We can do a similar thing but use Stream directly. To do so, we can identify a custom method that will return a stream of users. Luckily, Spring JPA supports such return types, and we can benefit from autogeneration:

@Query("select u from User u")
Stream<User> findAllAsStream();

After that, we can implement a custom method that would map the results into the data structure we need:

@Transactional
default Map<Long, User> findAllAsMapUsingStream() {
    return findAllAsStream()
      .collect(Collectors.toMap(User::getId, Function.identity()));
}

The repository methods that return Stream should be called inside a transaction. In this case, we directly added a @Transactional annotation to the default method.

2.3. Using Streamable

This is a similar approach to the one discussed previously. The only change is that we’ll be using Streamable. We need to create a custom method to return it first:

@Query("select u from User u")
Streamable<User> findAllAsStreamable();

Then, we can map the result appropriately:

default Map<Long, User> findAllAsMapUsingStreamable() {
    return findAllAsStreamable().stream()
      .collect(Collectors.toMap(User::getId, Function.identity()));
}

3. Custom Streamable Wrapper

Previous examples showed us quite simple solutions to the problem. However, suppose we have several different operations or data structures to which we want to map our results. In that case, we can end up with unwieldy mappers scattered around our code or multiple repository methods that do similar things.

A better approach might be to create a dedicated class representing a collection of entities and place all the methods connected to the operations on the collection inside. To do so, we’ll be using Streamable.

As was shown previously, Spring JPA understands Streamable and can map the result to it. Interestingly, we can extend Streamable and provide it with convenient methods. Let’s create a Users class that would represent a collection of User objects:

public class Users implements Streamable<User> {

    private final Streamable<User> userStreamable;

    public Users(Streamable<User> userStreamable) {
        this.userStreamable = userStreamable;
    }

    @Override
    public Iterator<User> iterator() {
        return userStreamable.iterator();
    }

    // custom methods
}

To make it work with JPA, we should follow a simple convention. First, we should implement Streamable, and secondly, provide the way Spring will be able to initialize it. The initialization part can be addressed either by a public constructor that takes Streamable or static factories with names of(Streamable<T>) or valueOf(Streamable<T>).

After that, we can use Users as a return type of JPA repository methods:

@Query("select u from User u")
Users findAllUsers();

Now, we can place the method we kept in the repository directly in the Users class:

public Map<Long, User> getUserIdToUserMap() {
    return stream().collect(Collectors.toMap(User::getId, Function.identity()));
}

The best part is that we can use all the methods connected to the processing or mapping of the User entities. Let’s say we want to filter out users by some criteria:

@Test
void fetchUsersInMapUsingStreamableWrapperWithFilterThenAllOfThemPresent() {
    Users users = repository.findAllUsers();
    int maxNameLength = 4;
    List<User> actual = users.getAllUsersWithShortNames(maxNameLength);
    User[] expected = {
        new User(9L, "Moe", "Oddy"),
        new User(25L, "Lane", "Endricci"),
        new User(26L, "Doro", "Kinforth"),
        new User(34L, "Otho", "Rowan"),
        new User(39L, "Mel", "Moffet")
    };
    assertThat(actual).containsExactly(expected);
}

Also, we can group them in some way:

@Test
void fetchUsersInMapUsingStreamableWrapperAndGroupingThenAllOfThemPresent() {
    Users users = repository.findAllUsers();
    Map<Character, List<User>> alphabeticalGrouping = users.groupUsersAlphabetically();
    List<User> actual = alphabeticalGrouping.get('A');
    User[] expected = {
        new User(2L, "Auroora", "Oats"),
        new User(4L, "Alika", "Capin"),
        new User(20L, "Artus", "Rickards"),
        new User(27L, "Antonina", "Vivian")};
    assertThat(actual).containsExactly(expected);
}

This way, we can hide the implementation of such methods, remove clutter from our services, and unload the repositories.

4. Conclusion

Spring JPA allows customization, but sometimes it’s pretty straightforward to achieve this. Building an application around the types restricted by a framework might affect the quality of the code and even the design of an application.

Using custom collections as return types might make the design more straightforward and less cluttered with mapping and filtering logic. Using dedicated wrappers for the collections of entities can improve the code even further.

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.

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

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 – Moderne – NPI EA (tag=Refactoring)
announcement - icon

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.

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