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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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eBook – HTTP Client – NPI EA (cat=Http Client-Side)
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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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Building a REST API with Spring?

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Course – LS – NPI EA (cat=Jackson)
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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.

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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:

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1. Overview

In this tutorial, we’ll discuss the DTO pattern, what it is, and how and when to use it. By the end, we’ll know how to use it properly.

Further reading:

Design Patterns in the Spring Framework

Learn about four of the most common design patterns used in the Spring Framework

Difference Between MVC and MVP Patterns

Learn about the differences between the MVC and MVP Patterns.

Clean Architecture with Spring Boot

In general, our functional requirements, frameworks, I/O devices, and even our code design may all change for various reasons. With this in mind, the Clean Architecture is a guideline to a high maintainable code, considering all the uncertainties around us.

2. The Pattern

DTOs or Data Transfer Objects are objects that carry data between processes in order to reduce the number of methods calls. The pattern was first introduced by Martin Fowler in his book EAA.

Fowler explained that the pattern’s main purpose is to reduce roundtrips to the server by batching up multiple parameters in a single call. This reduces the network overhead in such remote operations.

Another benefit is the encapsulation of the serialization’s logic (the mechanism that translates the object structure and data to a specific format that can be stored and transferred). It provides a single point of change in the serialization nuances. It also decouples the domain models from the presentation layer, allowing both to change independently.

3. How to Use It?

DTOs normally are created as POJOs. They are flat data structures that contain no business logic. They only contain storage, accessors and eventually methods related to serialization or parsing.

The data is mapped from the domain models to the DTOs, normally through a mapper component in the presentation or facade layer.

The image below illustrates the interaction between the components: layers 4

4. When to Use It?

DTOs come in handy in systems with remote calls, as they help to reduce the number of them.

DTOs also help when the domain model is composed of many different objects and the presentation model needs all their data at once, or they can even reduce roundtrip between client and server.

With DTOs, we can build different views from our domain models, allowing us to create other representations of the same domain but optimizing them to the clients’ needs without affecting our domain design. Such flexibility is a powerful tool to solve complex problems.

5. Use Case

To demonstrate the implementation of the pattern, we’ll use a simple application with two main domain models, in this case, User and Role. To focus on the pattern, let’s look at two examples of functionality — user retrieval and the creation of new users.

5.1. DTO vs Domain

Below is the definition of both models:

public class User {

    private String id;
    private String name;
    private String password;
    private List<Role> roles;

    public User(String name, String password, List<Role> roles) {
        this.name = Objects.requireNonNull(name);
        this.password = this.encrypt(password);
        this.roles = Objects.requireNonNull(roles);
    }

    // Getters and Setters

   String encrypt(String password) {
       // encryption logic
   }
}
public class Role {

    private String id;
    private String name;

    // Constructors, getters and setters
}

Now let’s look at the DTOs so that we can compare them with the Domain models.

At this moment, it’s important to notice that the DTO represents the model sent from or to the API client.

Therefore, the small differences are either to pack together the request sent to the server or optimize the response of the client:

public class UserDTO {
    private String name;
    private List<String> roles;
    
    // standard getters and setters
}

The DTO above provides only the relevant information to the client, hiding the password, for example, for security reasons.

The next DTO groups all the data necessary to create a user and sends it to the server in a single request, which optimizes the interactions with the API:

public class UserCreationDTO {

    private String name;
    private String password;
    private List<String> roles;

    // standard getters and setters
}

5.2. Connecting Both Sides

Next, the layer that ties both classes uses a mapper component to pass the data from one side to the other and vice versa.

This normally happens in the presentation layer:

@RestController
@RequestMapping("/users")
class UserController {

    private UserService userService;
    private RoleService roleService;
    private Mapper mapper;

    // Constructor

    @GetMapping
    @ResponseBody
    public List<UserDTO> getUsers() {
        return userService.getAll()
          .stream()
          .map(mapper::toDto)
          .collect(toList());
    }


    @PostMapping
    @ResponseBody
    public UserIdDTO create(@RequestBody UserCreationDTO userDTO) {
        User user = mapper.toUser(userDTO);

        userDTO.getRoles()
          .stream()
          .map(role -> roleService.getOrCreate(role))
          .forEach(user::addRole);

        userService.save(user);

        return new UserIdDTO(user.getId());
    }

}

Last, we have the Mapper component that transfers the data, making sure that both DTO and domain model don’t need to know about each other:

@Component
class Mapper {
    public UserDTO toDto(User user) {
        String name = user.getName();
        List<String> roles = user
          .getRoles()
          .stream()
          .map(Role::getName)
          .collect(toList());

        return new UserDTO(name, roles);
    }

    public User toUser(UserCreationDTO userDTO) {
        return new User(userDTO.getName(), userDTO.getPassword(), new ArrayList<>());
    }
}

6. Common Mistakes

Although the DTO pattern is a simple design pattern, we can make a few mistakes in applications implementing this technique.

The first mistake is to create different DTOs for every occasion. That will increase the number of classes and mappers we need to maintain. Try to keep them concise and evaluate the trade-offs of adding one or reusing an existing one.

We also want to avoid trying to use a single class for many scenarios. This practice may lead to big contracts where many attributes are frequently not used.

Another common mistake is to add business logic to those classes, which should not happen. The purpose of the pattern is to optimize the data transfer and the structure of the contracts. Therefore, all business logic should live in the domain layer.

Last, we have the so-called LocalDTOs, where DTOs pass data across domains. The problem once again is the cost of maintenance of all the mapping.

One of the most common arguments in favor of this approach is the encapsulation of the domain model. But the problem here is to have our domain model coupled with the persistence model. By decoupling them, the risk to expose the domain model almost disappears.

Other patterns reach a similar outcome, but they usually are used in more complex scenarios, such as CQRS, Data Mappers, CommandQuerySeparation, etc.

7. Conclusion

In this article, we saw the definition of the DTO Pattern, why it exists and how to implement it.

We also saw some of the common mistakes related to its implementation and ways to avoid them.

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.

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