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:

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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 – 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

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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:

>> 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

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 – LambdaTest – NPI EA (cat=Testing)
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Accessibility testing is a crucial aspect to ensure that your application is usable for everyone and meets accessibility standards that are required in many countries.

By automating these tests, teams can quickly detect issues related to screen reader compatibility, keyboard navigation, color contrast, and other aspects that could pose a barrier to using the software effectively for people with disabilities.

Learn how to automate accessibility testing with Selenium and the LambdaTest cloud-based testing platform that lets developers and testers perform accessibility automation on over 3000+ real environments:

Automated Accessibility Testing With Selenium

eBook – Reactive – NPI(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

1. Overview

In this quick tutorial, we’ll learn the differences between CompletableFuture and Mono from Project Reactor in Java. We’ll focus on how they handle asynchronous tasks and the execution that occurs to accomplish those tasks.

Let’s start by looking at CompletableFuture.

2. Understanding CompletableFuture

Introduced in Java 8, CompletableFuture builds upon the previous Future class and provides a way to run code asynchronously. In short, it improves asynchronous programming and simplifies working with threads.

Moreover, we can create a chain of computations with methods like thenApply(), thenAccept(), and thenCompose() to coordinate our asynchronous tasks.

While CompletableFuture is asynchronous, meaning the main thread continues executing other tasks without waiting for the completion of the current operation, it isn’t fully non-blocking. A long-running operation can block the thread executing it:

CompletableFuture completableFuture = CompletableFuture.supplyAsync(() -> {
    try {
        Thread.sleep(1000);
    } catch (InterruptedException e) {
        Thread.currentThread().interrupt();
    }
    return "Finished completableFuture";
});

Above, we’re simulating a long operation with the sleep() method from the Thread class. If not defined, supplyAsnc() will use ForkJoinPool and assign a thread to run the anonymous lambda function, and this thread gets blocked by the sleep() method.

Moreover, calling the get() method in the CompletableFuture instance before it completes the operation blocks the main thread:

try {
    completableFuture.get(); // This blocks the main thread
} catch (InterruptedException | ExecutionException e) {
    e.printStackTrace();
}

To avoid such occurrences, we can handle the CompletableFuture completion manually using the completeExceptionally() or complete() methods in the callback pattern. For example, suppose we have a function that we want to run without blocking the main thread, and then, we want to handle the future when it fails and when it completes successfully:

public void myAsyncCall(String param, BiConsumer<String, Throwable> callback) {
    new Thread(() -> {
        try {
            Thread.sleep(1000);
            callback.accept("Response from API with param: " + param, null);
        } catch (InterruptedException e) {
            callback.accept(null, e);
        }
    }).start();
}

Then, we use this function to create a CompletableFuture:

public CompletableFuture<String> nonBlockingApiCall(String param) {
    CompletableFuture<String> completableFuture = new CompletableFuture<>();
    myAsyncCall(param, (result, error) -> {
        if (error != null) {
            completableFuture.completeExceptionally(error);
        } else {
            completableFuture.complete(result);
        }
    });
    return completableFuture;
}

There’s an alternative and a more reactive way to handle the same operation, as we’ll see next.

3. Comparing Mono With CompletableFuture

The Mono class from Project Reactor uses reactive principles. Unlike CompletableFuture, Mono is designed to support concurrency with less overhead.

Additionally, Mono is lazy compared to the eager execution of the CompletableFuture, meaning that our application won’t consume resources unless we subscribe to Mono:

Mono<String> reactiveMono = Mono.fromCallable(() -> {
    Thread.sleep(1000); // Simulate some computation
    return "Reactive Data";
}).subscribeOn(Schedulers.boundedElastic());

reactiveMono.subscribe(System.out::println);

Above, we’re creating a Mono object using the fromCallable() method and providing the blocking operation as a supplier. Then, we delegate the operation, using the subscribeOn() method, to a separate thread.

Schedulers.boundedElastic() is similar to a cached thread pool but with a limit on the maximum number of threads. This ensures the main thread remains non-blocking. The only way to block the main thread is forcefully call the block() method. This method waits for the completion, successful or not, of the Mono instance.

Then, to run the reactive pipeline, we use subscribe() to subscribe the outcome of the Mono object to println() using method reference.

The Mono class is very flexible and provides a set of operators to transform and combine other Mono objects descriptively. It also supports backpressure to prevent the application from eating up all the resources.

4. Conclusion

In this quick article, we compared CompletableFuture with the Mono class from Project Reactor. First, we described how CompletableFuture can run an asynchronous task. Then, we showed that, if configured incorrectly, it can block the thread it’s working on as well as the main thread. Finally, we showed how to run an asynchronous operation in a reactive way using Mono.

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)
announcement - icon

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

eBook Jackson – NPI EA – 3 (cat = Jackson)
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