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.

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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:

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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.

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

eBook – Guide Junit – NPI (tag = JUnit)
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Improve your tests with JUnit 5, from mastering the basics to employing the new powerful features from JUnit 5 like extensions, tagging, filtering, parameterized tests, and more:

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Partner – Diagrid – NPI (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. Introduction

In Java, we can use the hashCode() method to generate a hash code value for an object. This value is typically used for various purposes, such as storing objects in collections like HashMap or HashSet, where efficient retrieval and storage are essential.

Besides, writing unit tests for the hashCode() method ensures that it produces consistent and correct hash codes, which is crucial for properly functioning hash-based data structures.

In this article, we’ll delve into the importance of unit testing for the hashCode() method in Java.

2. Understanding the hashCode() Method

In Java, every object inherits the hashCode() method from the Object class, which generates a unique integer hash code value for the object based on its internal state. Typically, this hash code is computed using the memory address or certain object attributes, aiming to provide a fast and efficient way to identify objects:

public class MyClass {
    private String value;
    public MyClass(String value) {
        this.value = value;
    }
    @Override
    public int hashCode() {
        return value != null ? value.hashCode() : 0;
    }
}

Here, we define a simple MyClass class with a value field. The hashCode() method is overridden to calculate the hash code based on the value of this field.

This implementation ensures that objects with the same value produce the same hash code, a fundamental requirement for hash-based data structures.

3. Testing Consistency

One fundamental requirement for the hashCode() method is consistency. An object’s hash code should remain constant across multiple invocations as long as its state remains unchanged. Here’s an example of how to test for consistency:

@Test
public void givenObject_whenTestingHashCodeConsistency_thenConsistentHashCodeReturned() {
    MyClass obj = new MyClass("value");
    int hashCode1 = obj.hashCode();
    int hashCode2 = obj.hashCode();
    assertEquals(hashCode1, hashCode2);
}

Here, we create an instance of the MyClass object named obj with a specific value. We then retrieve the hash code of obj twice, storing the results in variables hashCode1 and hashCode2.

Finally, we use the assertEquals() method to assert that both hash codes are equal, confirming that the hash code remains consistent across multiple invocations for an object with an unchanged state.

4. Testing Equality

Objects with equal states should produce the same hash code. Therefore, it’s essential to verify that objects with identical states generate identical hash codes. Here’s how we can test for equality:

@Test
public void givenTwoEqualObjects_whenTestingHashCodeEquality_thenEqualHashCodesReturned() {
    MyClass obj1 = new MyClass("value");
    MyClass obj2 = new MyClass("value");
    assertEquals(obj1.hashCode(), obj2.hashCode());
}

This test validates that the hashCode() method produces consistent hash codes for objects with identical states. By confirming the equality of hash codes for equal objects, we ensure that hash-based collections can correctly identify and manage objects with the same state.

5. Testing Distribution

A good hash function should produce hash codes that are evenly distributed across the range of possible values. To test for distribution, we can analyze the distribution of hash codes generated for a large number of objects:

@Test
public void givenMultipleObjects_whenTestingHashCodeDistribution_thenEvenDistributionOfHashCodes() {
    List<MyClass> objects = new ArrayList<>();
    for (int i = 0; i < 1000; i++) {
        objects.add(new MyClass("value" + i));
    }
    Set<Integer> hashCodes = new HashSet<>();
    for (MyClass obj : objects) {
        hashCodes.add(obj.hashCode());
    }
    assertEquals(objects.size(), hashCodes.size(), 10);
}

In this test, we create a list of MyClass objects named objects containing 1000 elements. In addition, each object is initialized with a unique value derived from the iteration index. We then iterate over the list and add the hash codes of each object to a set.

Since a set can’t contain duplicate elements, we expect the size of the set (hashCodes.size()) to be equal to the number of objects (objects.size()). The tolerance value of 10 allows for minor variations in hash code distribution.

By comparing the size of the set to the number of objects, we verify that the hash codes generated for the objects exhibit an even distribution.

6. Conclusion

Unit testing the hashCode() method is essential to ensure its correctness, consistency, and distribution. By following effective testing strategies like testing for consistency, equality, and distribution, we can validate the behavior of the hashCode() method and ensure the reliability of hash-based data structures in Java 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:

>> 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:

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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?

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)