Course – Black Friday 2025 – NPI EA (cat= Baeldung)
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Yes, we're now running our Black Friday Sale. All Access and Pro are 33% off until 2nd December, 2025:

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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:

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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.

Get started with mocking and improve your application tests using our Mockito guide:

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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:

>> 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 – 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:

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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 – Black Friday 2025 – NPI (cat=Baeldung)
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Yes, we're now running our Black Friday Sale. All Access and Pro are 33% off until 2nd December, 2025:

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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.
Course – Black Friday 2025 – NPI EA (cat= Baeldung)
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Yes, we're now running our Black Friday Sale. All Access and Pro are 33% off until 2nd December, 2025:

>> EXPLORE ACCESS NOW

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.

Course – Black Friday 2025 – NPI (All)
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Yes, we're now running our Black Friday Sale. All Access and Pro are 33% off until 2nd December, 2025:

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