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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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:

>> The New “REST With Spring Boot”

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:

>> 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 – 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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Code your way through and build up a solid, practical foundation of 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

Hibernate is one of the most popular ORM frameworks, offering a rich set of features that simplify seamless access to the database layer. In this tutorial, we’ll explore an extension to simplify the management of entities using the Panache library in Quarkus.

2. Quarkus Panache

Panache is a Quarkus-specific library that streamlines the development of the persistence layer using Hibernate. Similarly to Spring Data JPA, Panache helps us to handle most of the boilerplate code. Panache provides convenient methods for creating, updating, and deleting records, performing basic queries, and defining custom repositories to manage the database layer.

To get Panache up and running, we’ll first need to add the required dependencies, both for Panache itself and for our database driver. In this article, we’ll be using H2 as our database engine:

<!-- Hibernate ORM specific dependencies -->
<dependency>
    <groupId>io.quarkus</groupId>
    <artifactId>quarkus-hibernate-orm-panache</artifactId>
</dependency>

<!-- JDBC driver dependencies -->
<dependency>
    <groupId>io.quarkus</groupId>
    <artifactId>quarkus-jdbc-h2</artifactId>
</dependency>

Additionally, we need to define the properties for our project:

quarkus.datasource.db-kind=h2
quarkus.datasource.jdbc.url=jdbc:h2:mem:testdb;DB_CLOSE_DELAY=-1
quarkus.datasource.username=sa
quarkus.datasource.password=sa
quarkus.hibernate-orm.database.generation=drop-and-create
quarkus.hibernate-orm.log.sql=true

3. Creating Entities With PanacheEntity

PanacheEntity is a base class provided by Quarkus Panache that offers convenient methods for managing entities in our application. By extending PanacheEntity, the entities automatically inherit an id field along with a set of built-in methods to perform common operations such as findAll(), findById(), persist(), and delete().

Panache leverages the Active Record pattern through PanacheEntity, streamlining development for projects with simple domain models by reducing boilerplate and making code more expressive.

Let’s create an entity that maps to the articles table:

@Entity
public class Article extends PanacheEntity {
    public String title;
    public String content;

    public Article() {
    }

    public Article(String title, String content) {
        this.title = title;
        this.content = content;
    }
}

4. Performing CRUD Operations

Now that our Article entity is set up, let’s walk through how to handle the usual CRUD operations with the Panache API. We’ll start by creating new articles:

Article article = new Article("Quarkus Panache", "Content of the article");
article.persist();

Next, we can execute the read operations to retrieve the data from the database:

// getting a list of all Article entities
List<Article> allArticles = Article.listAll();

// finding a specific article by ID
article = Article.findById(articleId);

// finding a specific article by ID via an Optional
Optional<Article> optional = Article.findByIdOptional(articleId);
article = optional.orElseThrow(() -> new NotFoundException());

We can also fetch records and apply filters to get data based on specific fields:

List<Article> articles = Article.list("title", "Quarkus Panache");

Lastly, we can delete records from the database using the delete method:

article.delete();

5. Using PanacheRepository for Custom Logic

Similarly to Spring Data, we can also implement our own logic via custom repositories with PanacheRepository:

@ApplicationScoped
public class ArticleRepository implements PanacheRepository<Article> {

    public Article findByTitle(String title) {
        return find("title", title).firstResult();
    }

    public List<Article> findPublished() {
        return list("status", "Published");
    }

    public void deleteDrafts() {
        delete("status", "Draft");
    }
}

6. Testing Panache Entities

We can take advantage of the rich support from Quarkus to test our Panache entities with @QuarkusTest:

@QuarkusTest
@TestMethodOrder(MethodOrderer.OrderAnnotation.class)
public class ArticleTest {

    @Test
    @Transactional
    @Order(1)
    public void testCreateArticle() {
        Article article = new Article("Quarkus Panache", "Content of the article", "Published");
        article.persist();

        assertNotNull(article.id);
        assertEquals(1, Article.count());
    }
}

7. Best Practices

Now, let’s examine some best practices when using Quarkus Panache:

7.1. Retrieving Data Pattern

Use the Active Record pattern (extends PanacheEntity) when dealing with simple use cases to minimize the business logic. Use the Repository pattern (implements PanacheRepository<T>) for more complex scenarios – for example, to separate modules.

7.2. PanacheQuery

Use PanacheQuery<T> to implement pagination or sorting:

public List<Article> findRecentArticles() {
    return find("order by publishedAt desc").page(Page.ofSize(10)).list();
}

7.3. Use Projections

For better performance, we can use custom queries with projections to retrieve only the fields we need, rather than fetching entire entities:

public List<String> findAllTitles() {
    return find("select title from Article").list();
}

8. Conclusion

In this article, we explored the Panache extension in Quarkus and how it simplifies managing Hibernate entities. We looked at how Panache makes it easy to define entities and perform common operations like creating, reading, updating, and deleting records. With the support for the Active Record and Repository patterns, Panache helps reduce boilerplate code and keeps our persistence layer clean and efficient.

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:

>> 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)
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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?

Explore the eBook

Course – LS – NPI EA (cat=REST)

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

>> CHECK OUT THE COURSE

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)