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.

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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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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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eBook – HTTP Client – NPI EA (cat=Http Client-Side)
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eBook – Maven – NPI EA (cat = Maven)
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eBook – Persistence – NPI EA (cat=Persistence)
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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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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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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.

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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.

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Partner – LambdaTest – NPI (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 the LambdaTest 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

1. Overview

In this article, we’ll discuss a new Java-based testing framework called Lambda Behave.

As the name suggests, this testing framework is designed to work with Java 8 Lambdas. Further, in this article, we’ll look into the specifications and see an example for each.

The Maven dependency we need to include is:

<dependency>           
    <groupId>com.insightfullogic</groupId>
    <artifactId>lambda-behave</artifactId>
    <version>0.4</version>
</dependency>

The latest version can be found here.

2. Basics

One of the goals of the framework is to achieve great readability. The syntax encourages us to describe test cases using full sentences rather just a few words.

We can leverage parameterized tests and when we don’t want to bound test cases to some predefined values, we can generate random parameters.

3. Lambda Behave Test Implementation

Every specification suite begins with Suite.describe. At this point, we have several built-in methods to declare our specification. So, a Suite is like a JUnit test class, and the specifications are like the methods annotated with @Test in JUnit.

To describe a test, we use should(). Similarly, if we name the expectation lambda parameter as “expect”, we could say what result we expect from the test, by expect.that().

If we want to setup or tear down any data before and after a specification, we can use it.isSetupWith() and it.isConcludedWith(). In the same way, for doing something before and after the Suite, we’ll use it.initiatizesWith() and it.completesWith().

Let’s see an example of a simple test specification for the Calculator class:

public class Calculator {

    public int add() {
        return this.x + this.y;
    }

    public int divide(int a, int b) {
        if (b == 0) {
            throw new ArithmeticException();
        }
        return a / b;
    }
}

We’ll start with Suite.describe and then add the code to initialize the Calculator.

Next, we’ll test the add() method by writing a specification:

{
    Suite.describe("Lambda behave example tests", it -> {
        it.isSetupWith(() -> {
            calculator = new Calculator(1, 2);
        });
 
        it.should("Add the given numbers", expect -> {
            expect.that(calculator.add()).is(3);
        });
}

Here, we named variables “it” and “expect” for better readability. Since those are lambda parameter names, we can replace these with any names of our choice.

The first argument of should() describes using plain English, what this test should check. The second argument is a lambda, that indicates our expectation that the add() method should return 3.

Let’s add another test case for division by 0, and verify if we get an exception:

it.should("Throw an exception if divide by 0", expect -> {
    expect.exception(ArithmeticException.class, () -> {
        calculator.divide(1, 0);
    });
});

In this case, we are expecting an exception, so we state expect.exception() and inside that, we write the code that should throw an exception.

Note, that the text description must be unique for every specification.

4. Data-Driven Specifications

This framework allows test parameterization at the specification level.

To create an example, let’s add a method to our Calculator class:

public int add(int a, int b) {
    return a + b;
}

Let’s write a data-driven test for it:

it.uses(2, 3, 5)
  .and(23, 10, 33)
  .toShow("%d + %d = %d", (expect, a, b, c) -> {
    expect.that(calculator.add(a, b)).is(c);
});

The uses() method is used to specify input data in different numbers of columns. The first two arguments are the add() function parameters and the third one is the expected result. These parameters can also be used in the description as shown in the test.

toShow() is used to describe the test using the parameters – with the following output:

0: 2 + 3 = 5 (seed: 42562700892554)(Lambda behave example tests)
1: 23 + 10 = 33 (seed: 42562700892554)(Lambda behave example tests)

5. Generated Specifications – Property-Based Testing

Usually, when we write a unit test, we want to focus on broader properties that hold true for our system.

For example, when we test a String reversing function, we might check that if we reverse a particular String twice, we’ll end up with the original String.

Property-Based testing focuses on the generic property without hard-coding specific test parameters. We can achieve this by using randomly generated test cases.

This strategy is similar to using Data-Driven specifications, but instead of specifying the table of data, we specify the number of test cases to be generated.

So, our String reversal property-based test would look like this:

it.requires(2)
  .example(Generator.asciiStrings())
  .toShow("Reversing a String twice returns the original String", 
    (expect, str) -> {
        String same = new StringBuilder(str)
          .reverse().reverse().toString();
        expect.that(same).isEqualTo(str);
   });

We have indicated the number of required test cases using the requires() method. We use the example() clause to state what type of objects we need and how.

The output for this specification is:

0: Reversing a String twice returns the original String(ljL+qz2) 
  (seed: 42562700892554)(Lambda behave example tests)
1: Reversing a String twice returns the original String(g) 
  (seed: 42562700892554)(Lambda behave example tests)

5.1. Deterministic Test Case Generation

When we use the auto-generated test cases, it becomes quite difficult to isolate test failures. For example, if our functionality fails once in 1000 times, a specification that auto-generates just 10 cases, will have to be run over and over to observe the error.

So, we need the ability to deterministically re-run tests, including previously failed cases.

Lambda Behave is able to deal with this problem. As shown in the output of previous test case, it prints out the seed that was used to generate the random set of test cases. So, if anything fails, we can use the seed to re-create previously generated test cases.

We can look at the output of the test case and identify the seed: (seed: 42562700892554). Now, to generate the same set of tests again, we can use the SourceGenerator.

The SourceGenerator contains the deterministicNumbers() method that takes just the seed as an argument:

 it.requires(2)
   .withSource(SourceGenerator.deterministicNumbers(42562700892554L))
   .example(Generator.asciiStrings())
   .toShow("Reversing a String twice returns the original String", 
     (expect, str) -> {
       String same = new StringBuilder(str).reverse()
         .reverse()
         .toString();
       expect.that(same).isEqualTo(str);
});

On running this test, we’ll get the same output as we saw previously.

6. Conclusion

In this article, we saw how to write unit tests using the Java 8 lambda expressions, in a new fluent testing framework, called Lambda Behave.

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.

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:

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