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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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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.

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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 – Persistence – NPI EA (cat=Persistence)
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eBook – RwS – NPI EA (cat=Spring MVC)
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Course – LS – NPI EA (cat=Jackson)
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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.

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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.

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Partner – LambdaTest – NPI EA (cat=Testing)
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Regression testing is an important step in the release process, to ensure that new code doesn't break the existing functionality. As the codebase evolves, we want to run these tests frequently to help catch any issues early on.

The best way to ensure these tests run frequently on an automated basis is, of course, to include them in the CI/CD pipeline. This way, the regression tests will execute automatically whenever we commit code to the repository.

In this tutorial, we'll see how to create regression tests using Selenium, and then include them in our pipeline using GitHub Actions:, to be run on the LambdaTest cloud grid:

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Course – LJB – NPI EA (cat = Core Java)
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Partner – LambdaTest – NPI (cat= Testing)
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Regression testing is an important step in the release process, to ensure that new code doesn't break the existing functionality. As the codebase evolves, we want to run these tests frequently to help catch any issues early on.

The best way to ensure these tests run frequently on an automated basis is, of course, to include them in the CI/CD pipeline. This way, the regression tests will execute automatically whenever we commit code to the repository.

In this tutorial, we'll see how to create regression tests using Selenium, and then include them in our pipeline using GitHub Actions:, to be run on the LambdaTest cloud grid:

>> How to Run Selenium Regression Tests With GitHub Actions

1. Overview

In this article, we’ll explore how to unit test Micrometer metrics in a Spring Boot application. We’ll focus on testing meters programmatically using a simple meter registry.

Unit testing metrics is crucial for ensuring that our application correctly tracks performance data and business metrics. By using Micrometer’s SimpleMeterRegistry, we can create isolated tests that verify our metrics collection without requiring a full Spring context.

When it comes to integration tests, we’ll learn how to reset the MeterRegistry to perform assertions on it during our @SpringBootTests.

2. Testing Micrometer

Let’s start with a simple service that records metrics using Micrometer. Our FooService uses a MeterRegistry to track method invocations with a counter and execution time with a timer:

@Service
class FooService {

    // constructor
    private final MeterRegistry registry;

    public int foo() {
        int delayedMs = registry.timer("foo.time")
          .record(this::doSomething);

        registry.counter("foo.count")
          .increment();

        return delayedMs;
    }

    private int doSomething() { /* ... */ }
}

2.1. Unit Tests

For unit testing, we can create a SimpleMeterRegistry programmatically and inject it into our service. This approach allows us to test metric collection in isolation without needing Spring Boot’s auto-configuration:

class MicrometerUnitTest {

    MeterRegistry meterRegistry = new SimpleMeterRegistry();
    FooService fooService = new FooService(meterRegistry);

    @Test
    void whenFooIsCalled_thenCounterIsIncremented() {
        fooService.foo();
        fooService.foo();
        fooService.foo();

        double invocations = meterRegistry.get("foo.count")
          .counter()
          .count();

        assertThat(invocations)
          .isEqualTo(3);
    }

}

As we can see, we use the meterRegistry.get() method to retrieve meters by name and then access their recorded values. For counters, we call count() to get the total number of increments. Similarly, for timers or other types of meters, we can use the meterRegistry to find the meter instance and perform the relevant assertions.

The SimpleMeterRegistry stores all metrics in memory, making it perfect for unit tests where we want to verify that our application correctly records metrics without the overhead of a full monitoring system setup.

2.2. Integration Tests

If we want to test these meters during a @SpringBootTest, we might notice different behavior, especially when multiple tests call our tested component:

@SpringBootTest(classes=FooApplication.class)
class MicrometerIntegrationTest {

    @Autowired
    private MeterRegistry meterRegistry;

    @Autowired
    private FooService fooService;

    @Test
    void whenFooIsCalled_thenCounterIsIncremented() {
        fooService.foo();
        fooService.foo();
        fooService.foo();

        double invocations = meterRegistry.get("foo.count")
          .counter()
          .count();

        assertThat(invocations)
          .isEqualTo(3); // <-- this can fail, depending on the order of the test execution
    }

    @Test
    void whenFooIsCalled_thenTimerIsUpdated() { 
        // ...
    }
}

In this case, the meter registry is shared across all test methods. Consequently, the meters accumulate values from previous test executions, which could cause our assertions to fail. 

To fix this, we can clear the meterRegistry before or after each test:

@SpringBootTest(classes = FooApplication.class )
class MicrometerIntegrationTest {

    @Autowired
    private MeterRegistry meterRegistry;

    @Autowired
    private FooService fooService;

    @BeforeEach
    void reset() {
        meterRegistry.clear();
    }

    @Test
    void whenFooIsCalled_thenCounterIsIncremented() {
        // ...
    }

    @Test
    void whenFooIsCalled_thenTimerIsUpdated() {
        // ...
    }

}

3. The Micrometer Test Module

For simple assertions, we could even import the dedicated micrometer-test module:

<dependency>
    <groupId>io.micrometer</groupId>
    <artifactId>micrometer-test</artifactId>
    <version>1.15.3</version>
    <scope>test</scope>
</dependency>

This will allow us to use a set of AssertJ-like assertions to verify that a specific meter was registered:

@Test
void whenFooIsCalled_thenTimerIsRegistered() {
    fooService.foo();

    MeterRegistryAssert.assertThat(meterRegistry)
      .hasTimerWithName("foo.time");
}

As we can see, Micrometer’s test-specific module enables us to write elegant assertions, though only for checking the existence of metrics. We’ll need to write our own assertions for the rest, such as checking the exact values recorded by the meters.

4. Conclusion

In this short tutorial, we demonstrated how to unit test Micrometer metrics using a SimpleMeterRegistry. We discussed testing various meters by using the meterRegistry to programmatically fetch the meters and perform the assertions on the collected values.

After that, we learned how to perform assertions on meters during integration tests. As we saw, the testing approach was quite similar, the only notable difference being that with SpringBootTest, we need to clear the MeterRegistry before each test.

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:

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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 – 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)