eBook – Guide Spring Cloud – NPI EA (cat=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.

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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.

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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 – Java Concurrency – NPI (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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1. Overview

In a previous article, we learned that AtomicStampedReference can prevent the ABA problem.

In this tutorial, we’ll get a closer look at how to best use it.

2. Why Do We Need AtomicStampedReference?

First, AtomicStampedReference provides us with both an object reference variable and a stamp that we can read and write atomically. We can think of the stamp a bit like a timestamp or a version number.

Simply put, adding a stamp allows us to detect when another thread has changed the shared reference from the original reference A, to a new reference B, and back to the original reference A.

Let’s see how it behaves in practice.

3. Bank Account Example

Consider a bank account that has two pieces of data: a balance and a last modified date. The last modified date is updated any time the balance is altered. By observing this last modified date, we can know the account has been updated.

3.1. Reading a Value and Its Stamp

First, let’s imagine that our reference is holding onto an account balance:

AtomicStampedReference<Integer> account = new AtomicStampedReference<>(100, 0);

Note that we’ve supplied the balance, 100, and a stamp, 0.

To access the balance, we can use the AtomicStampedReference.getReference() method on our account member variable.

Similarly, we can obtain the stamp via AtomicStampedReference.getStamp().

3.2. Changing a Value and Its Stamp

Now, let’s review how to set the value of an AtomicStampedReference atomically.

If we want to change the account’s balance, we need to change both the balance and the stamp:

if (!account.compareAndSet(balance, balance + 100, stamp, stamp + 1)) {
    // retry
}

The compareAndSet method returns a boolean indicating success or failure. A failure means that either the balance or the stamp has changed since we last read it.

As we can see, it’s easy to retrieve the reference and the stamp using their getters.

But, as mentioned above, we need the latest version of them when we want to update their values using the CAS. To retrieve those two pieces of information atomically, we need to fetch them at the same time.

Luckily, AtomicStampedReference provides us an array-based API to achieve this. Let’s demonstrate its usage by implementing the withdrawal() method for our Account class:

public boolean withdrawal(int funds) {
    int[] stamps = new int[1];
    int current = this.account.get(stamps);
    int newStamp = this.stamp.incrementAndGet();
    return this.account.compareAndSet(current, current - funds, stamps[0], newStamp);
}

Similarly, we can add the deposit() method:

public boolean deposit(int funds) {
    int[] stamps = new int[1];
    int current = this.account.get(stamps);
    int newStamp = this.stamp.incrementAndGet();
    return this.account.compareAndSet(current, current + funds, stamps[0], newStamp);
}

The nice thing about what we’ve just written is we can know before withdrawing or depositing that no other thread has altered the balance, even back to what it was since our last read.

For example, consider the following thread interleaving:

The balance is set to $100. Thread 1 runs deposit(100) up to the following point:

int[] stamps = new int[1];
int current = this.account.get(stamps);
int newStamp = this.stamp.incrementAndGet(); 
// Thread 1 is paused here

meaning the deposit has not yet completed.

Then, Thread 2 runs deposit(100) and withdraw(100), bringing the balance to $200 and then back to $100.

Finally, Thread 1 runs:

return this.account.compareAndSet(current, current + 100, stamps[0], newStamp);

Thread 1 will successfully detect that some other thread has altered the account balance since its last read, even though the balance itself is the same as it was when Thread 1 read it.

3.3. Testing

It’s tricky to test since this depends on a very specific thread interleaving. But, let’s at least write a simple unit test to verify that deposits and withdrawals work:

public class ThreadStampedAccountUnitTest {

    @Test
    public void givenMultiThread_whenStampedAccount_thenSetBalance() throws InterruptedException {
        StampedAccount account = new StampedAccount();

        Thread t = new Thread(() -> {
            while (!account.deposit(100)) {
                Thread.yield();
            }
        });
        t.start();

        Thread t2 = new Thread(() -> {
            while (!account.withdrawal(100)) {
                Thread.yield();
            }
        });
        t2.start();

        t.join(10_000);
        t2.join(10_000);

        assertFalse(t.isAlive());
        assertFalse(t2.isAlive());

        assertEquals(0, account.getBalance());
        assertTrue(account.getStamp() > 0);
    }
}

3.4. Choosing the Next Stamp

Semantically, the stamp is like a timestamp or a version number, so it’s typically always increasing. It’s also possible to use a random number generator.

The reason for this is that, if the stamp can be changed to something it was previously, this could defeat the purpose of AtomicStampedReference. AtomicStampedReference itself doesn’t enforce this constraint, so it’s up to us to follow this practice.

4. Conclusion

In conclusion, AtomicStampedReference is a powerful concurrency utility that provides both a reference and a stamp that can be read and updated atomically. It was designed for A-B-A detection and should be preferred to other concurrency classes such as AtomicReference where the A-B-A problem is a concern.

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 – Java Concurrency – NPI (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 Jackson – NPI EA – 3 (cat = Jackson)