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 – Guide Spring Cloud – NPI EA (cat=Spring Cloud)
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Let's get started with a Microservice Architecture with Spring Cloud:

>> Join Pro and download the eBook

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:

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 – 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:

>> Join Pro and 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 – Jackson – NPI EA (cat=Jackson)
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Do JSON right with Jackson

Download the E-book

eBook – HTTP Client – NPI EA (cat=Http Client-Side)
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Get the most out of the Apache HTTP Client

Download the E-book

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:

>> LEARN SPRING
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:

>> CHECK OUT THE COURSE

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. Introduction

Java 8 gives us lambdas, and by association, the notion of effectively final variables. Ever wondered why local variables captured in lambdas have to be final or effectively final?

Well, the JLS gives us a bit of a hint when it says “The restriction to effectively final variables prohibits access to dynamically-changing local variables, whose capture would likely introduce concurrency problems.” But, what does it mean?

In the next sections, we’ll dig deeper into this restriction and see why Java introduced it. We’ll show examples to demonstrate how it affects single-threaded and concurrent applications, and we’ll also debunk a common anti-pattern for working around this restriction.

2. Capturing Lambdas

Lambda expressions can use variables defined in an outer scope. We refer to these lambdas as capturing lambdas. They can capture static variables, instance variables, and local variables, but only local variables must be final or effectively final.

In earlier Java versions, we ran into this when an anonymous inner class captured a variable local to the method that surrounded it – we needed to add the final keyword before the local variable for the compiler to be happy.

As a bit of syntactic sugar, now the compiler can recognize situations where, while the final keyword isn’t present, the reference isn’t changing at all, meaning it’s effectively final. We could say that a variable is effectively final if the compiler wouldn’t complain were we to declare it final.

3. Local Variables in Capturing Lambdas

Simply put, this won’t compile:

Supplier<Integer> incrementer(int start) {
  return () -> start++;
}

start is a local variable, and we are trying to modify it inside of a lambda expression.

The basic reason this won’t compile is that the lambda is capturing the value of start, meaning making a copy of it. Forcing the variable to be final avoids giving the impression that incrementing start inside the lambda could actually modify the start method parameter.

But, why does it make a copy? Well, notice that we are returning the lambda from our method. Thus, the lambda won’t get run until after the start method parameter gets garbage collected. Java has to make a copy of start in order for this lambda to live outside of this method.

3.1. Concurrency Issues

For fun, let’s imagine for a moment that Java did allow local variables to somehow remain connected to their captured values.

What should we do here:

public void localVariableMultithreading() {
    boolean run = true;
    executor.execute(() -> {
        while (run) {
            // do operation
        }
    });
    
    run = false;
}

While this looks innocent, it has the insidious problem of “visibility”. Recall that each thread gets its own stack, and so how do we ensure that our while loop sees the change to the run variable in the other stack? The answer in other contexts could be using synchronized blocks or the volatile keyword.

However, because Java imposes the effectively final restriction, we don’t have to worry about complexities like this.

4. Static or Instance Variables in Capturing Lambdas

The examples before can raise some questions if we compare them with the use of static or instance variables in a lambda expression.

We can make our first example compile just by converting our start variable into an instance variable:

private int start = 0;

Supplier<Integer> incrementer() {
    return () -> start++;
}

But, why can we change the value of start here?

Simply put, it’s about where member variables are stored. Local variables are on the stack, but member variables are on the heap. Because we’re dealing with heap memory, the compiler can guarantee that the lambda will have access to the latest value of start.

We can fix our second example by doing the same:

private volatile boolean run = true;

public void instanceVariableMultithreading() {
    executor.execute(() -> {
        while (run) {
            // do operation
        }
    });

    run = false;
}

The run variable is now visible to the lambda even when it’s executed in another thread since we added the volatile keyword.

Generally speaking, when capturing an instance variable, we could think of it as capturing the final variable this. Anyway, the fact that the compiler doesn’t complain doesn’t mean that we shouldn’t take precautions, especially in multithreading environments.

5. Avoid Workarounds

In order to get around the restriction on local variables, someone may think of using variable holders to modify the value of a local variable.

Let’s see an example that uses an array to store a variable in a single-threaded application:

public int workaroundSingleThread() {
    int[] holder = new int[] { 2 };
    IntStream sums = IntStream
      .of(1, 2, 3)
      .map(val -> val + holder[0]);

    holder[0] = 0;

    return sums.sum();
}

We could think that the stream is summing 2 to each value, but it’s actually summing 0 since this is the latest value available when the lambda is executed.

Let’s go one step further and execute the sum in another thread:

public void workaroundMultithreading() {
    int[] holder = new int[] { 2 };
    Runnable runnable = () -> System.out.println(IntStream
      .of(1, 2, 3)
      .map(val -> val + holder[0])
      .sum());

    new Thread(runnable).start();

    // simulating some processing
    try {
        Thread.sleep(new Random().nextInt(3) * 1000L);
    } catch (InterruptedException e) {
        throw new RuntimeException(e);
    }

    holder[0] = 0;
}

What value are we summing here? It depends on how long our simulated processing takes. If it’s short enough to let the execution of the method terminate before the other thread is executed it’ll print 6, otherwise, it’ll print 12.

In general, these kinds of workarounds are error-prone and can produce unpredictable results, so we should always avoid them.

6. Conclusion

In this article, we’ve explained why lambda expressions can only use final or effectively final local variables. As we’ve seen, this restriction comes from the different nature of these variables and how Java stores them in memory. We’ve also shown the dangers of using a common workaround.

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)
announcement - icon

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?

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)