Partner – Orkes – NPI EA (cat=Spring)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

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Partner – Orkes – NPI EA (tag=Microservices)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

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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:

>> Join Pro and download the eBook

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

Partner – LambdaTest – NPI EA (cat=Testing)
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Browser testing is essential if you have a website or web applications that users interact with. Manual testing can be very helpful to an extent, but given the multiple browsers available, not to mention versions and operating system, testing everything manually becomes time-consuming and repetitive.

To help automate this process, Selenium is a popular choice for developers, as an open-source tool with a large and active community. What's more, we can further scale our automation testing by running on theLambdaTest cloud-based testing platform.

Read more through our step-by-step tutorial on how to set up Selenium tests with Java and run them on LambdaTest:

>> Automated Browser Testing With Selenium

Partner – Orkes – NPI EA (cat=Java)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

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.

1. Overview

In this article, we’ll learn how HashMap internally manages key-value pairs and how to write custom key implementations.

2. Key Management

2.1. Internal Structure

Maps are used to store values that are assigned to keys. The key is used to identify the value in the Map and to detect duplicates.

While TreeMap uses the Comparable#compareTo(Object) method to sort keys (and also to identify equality), HashMap uses a hash-based structure that can be more easily explained using a quick sketch:

hashtable

A Map doesn’t allow duplicate keys, so the keys are compared to each other using the Object#equals(Object) method. Because this method has poor performance, invocations should be avoided as much as possible. This is achieved through the Object#hashCode() method. This method allows sorting objects by their hash values, and then the Object#equals method only needs to be invoked when objects share the same hash value.

This kind of key management is also applied to the HashSet class, whose implementation uses a HashMap internally.

2.2. Inserting and Finding a Key-Value Pair

Let’s create a HashMap example of a simple shop that manages the number of stock items (Integer) by an article id (String). There, we put in a sample value:

Map<String, Integer> items = new HashMap<>();
// insert
items.put("158-865-A", 56);
// find
Integer count = items.get("158-865-A");

The algorithm to insert the key-value pair:

  1. calls “158-865-A”.hashCode() to get the hash value
  2. looks for the list of existing keys that share the same hash value
  3. compares any key of the list with “158-865-A”.equals(key)
    1. The first equality is identified as already existing, and the new one replaces the assigned value.
    2. If no equality occurs, the key-value pair is inserted as a new entry.

To find a value, the algorithm is the same, except that no value is replaced or inserted.

3. Custom Key Classes

We can conclude that to use a custom class for a key, it is necessary that hashCode() and equals() are implemented correctly. To put it simply, we have to ensure that the hashCode() method returns:

  • the same value for the object as long as the state doesn’t change (Internal Consistency)
  • the same value for objects that are equal (Equals Consistency)
  • as many different values as possible for objects that are not equal.

We can commonly say that hashCode() and equals() should consider the same fields in their calculation, and we must override both or neither of them. We can easily achieve this by using Lombok or our IDE’s generator.

Another important point is: Do not change the hash code of an object while the object is being used as a key. A simple solution is to design the key class to be immutable, but this is not necessary as long as we can ensure that manipulation cannot take place at the key.

Immutability has an advantage here: The hash value can be calculated once on object instantiation, which could increase performance, especially for complex objects.

3.1. Good Example

As an example, we’ll design a Coordinate class, consisting of an x and y value, and use it as a key in a HashMap:

Map<Coordinate, Color> pixels = new HashMap<>();
Coordinate coord = new Coordinate(1, 2);
pixels.put(coord, Color.CYAN);
// read the color
Color color = pixels.get(new Coordinate(1, 2));

Let’s implement our Coordinate class:

public class Coordinate {
    private final int x;
    private final int y;
    private int hashCode;

    public Coordinate(int x, int y) {
        this.x = x;
        this.y = y;
        this.hashCode = Objects.hash(x, y);
    }

    public int getX() {
        return x;
    }

    public int getY() {
        return y;
    }

    @Override
    public boolean equals(Object o) {
        if (this == o)
            return true;
        if (o == null || getClass() != o.getClass())
            return false;
        Coordinate that = (Coordinate) o;
        return x == that.x && y == that.y;
    }

    @Override
    public int hashCode() {
        return this.hashCode;
    }
}

As an alternative, we could make our class even shorter by using Lombok:

@RequiredArgsConstructor
@Getter
// no calculation in the constructor, but
// since Lombok 1.18.16, we can cache the hash code
@EqualsAndHashCode(cacheStrategy = CacheStrategy.LAZY)
public class Coordinate {
    private final int x;
    private final int y;
}

The optimal internal structure would be:

hashtable optimal

3.2. Bad Example: Static Hash Value

If we implement the Coordinate class by using a static hash value for all instances, the HashMap will work correctly, but the performance will drop significantly:

public class Coordinate {

    ...

    @Override
    public int hashCode() {
        return 1; // return same hash value for all instances
    }
}

The hash structure then looks like this:

hashtable worst

That negates the advantage of hash values completely.

3.3. Bad Example: Modifiable Hash Value

If we make the key class mutable, we should ensure that the state of the instance never changes while it is used as a key:

Map<Coordinate, Color> pixels = new HashMap<>();
Coordinate coord = new Coordinate(1, 2); // x=1, y=2
pixels.put(coord, Color.CYAN);
coord.setX(3); // x=3, y=2

Because the Coordinate is stored under the old hash value, it cannot be found under the new one. So, the line below would lead to a null value:

Color color = pixels.get(coord);

And the following line would result in the object being stored twice within the Map:

pixels.put(coord, Color.CYAN);

4. Conclusion

In this article, we have clarified that implementing a custom key class for a HashMap is a matter of implementing equals() and hashCode() correctly. We’ve seen how the hash value is used internally and how this would be affected in both good and bad ways.

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.

Partner – Orkes – NPI EA (cat = Spring)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

Partner – Orkes – NPI EA (tag = Microservices)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

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:

>> 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)