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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat= Spring Boot)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, you can get started over on the documentation page.

And, you can also ask questions and leave feedback on the Azure Container Apps GitHub page.

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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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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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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Explore Spring Boot 3 and Spring 6 in-depth through building a full REST API with the framework:

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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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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 – MongoDB – NPI EA (tag=MongoDB)
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Traditional keyword-based search methods rely on exact word matches, often leading to irrelevant results depending on the user's phrasing.

By comparison, using a vector store allows us to represent the data as vector embeddings, based on meaningful relationships. We can then compare the meaning of the user’s query to the stored content, and retrieve more relevant, context-aware results.

Explore how to build an intelligent chatbot using MongoDB Atlas, Langchain4j and Spring Boot:

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Partner – LambdaTest – NPI (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

1. Introduction

In this article, we’ll learn how to mock Amazon S3 (Simple Storage Service) to run integration tests for Java applications.

To demonstrate how it works, we’ll create a CRUD (create, read, update, delete) service that uses the AWS SDK to interact with the S3. Then, we’ll write integration tests for each operation using a mocked S3 service.

2. S3 Overview

Amazon Simple Storage Service (S3) is a highly scalable and secure cloud storage service provided by Amazon Web Services (AWS). It uses an object storage model, allowing users to store and retrieve data from anywhere on the web.

The service is accessible by a REST-style API, and AWS provides an SDK for Java applications to perform actions like creating, listing, and deleting S3 buckets and objects.

Next, let’s start creating the Java CRUD service for S3 using the AWS SDK and implement the create, read, update, and delete operations.

3. Demo S3 CRUD Java Service

Before we can start using S3, we need to add a dependency to AWS SDK into our project:

<dependency>
    <groupId>software.amazon.awssdk</groupId>
    <artifactId>s3</artifactId>
    <version>2.20.52</version>
</dependency>

To view the latest version, we can check Maven Central.

Next, we create the S3CrudService class with software.amazon.awssdk.services.s3.S3Client as a dependency:

class S3CrudService {
    private final S3Client s3Client;

    public S3CrudService(S3Client s3Client) {
        this.s3Client = s3Client;
    }

    // ...
}

Now that we’ve created the service, let’s implement the createBucket(), createObject(), getObject(), and deleteObject() operations by using the S3Client API provided by AWS SDK:

void createBucket(String bucketName) {
    // build bucketRequest
    s3Client.createBucket(bucketRequest);
}

void createObject(String bucketName, File inMemoryObject) {
    // build putObjectRequest
    s3Client.putObject(request, RequestBody.fromByteBuffer(inMemoryObject.getContent()));
}

Optional<byte[]> getObject(String bucketName, String objectKey) {
    try {
        // build getObjectRequest
        ResponseBytes<GetObjectResponse> responseResponseBytes = s3Client.getObjectAsBytes(getObjectRequest);
        return Optional.of(responseResponseBytes.asByteArray());
    } catch (S3Exception e) {
        return Optional.empty();
    }
}

boolean deleteObject(String bucketName, String objectKey) {
    try {
        // build deleteObjectRequest
        s3Client.deleteObject(deleteObjectRequest);
        return true;
    } catch (S3Exception e) {
        return false;
    }
}

Now that we have the S3 operations created, let’s learn how to implement integration tests using a mocked S3 service.

4. Use S3Mock Library for Integration Testing

For this tutorial, we have chosen to use the S3Mock library provided by Adobe under an open-source Apache V2 license. S3Mock is a lightweight server that implements the most commonly used operations of the Amazon S3 API. For the supported S3 operations, we can check the dedicated section in the S3Mock repository readme file.

The library developers recommend running the S3Mock service in isolation, preferably using the provided Docker container.

Following the recommendation, let’s use Docker and Testcontainers to run the S3Mock service for the integration tests.

4.1. Dependencies

Next, let’s add the necessary dependencies to run S3Mock together with Testcontainers:

<dependency>
    <groupId>com.adobe.testing</groupId>
    <artifactId>s3mock</artifactId>
    <version>3.3.0</version>
    <scope>test</scope>
</dependency>
<dependency>
    <groupId>com.adobe.testing</groupId>
    <artifactId>s3mock-testcontainers</artifactId>
    <version>3.3.0</version>
    <scope>test</scope>
</dependency>
<dependency>
    <groupId>org.testcontainers</groupId>
    <artifactId>junit-jupiter</artifactId>
    <version>1.19.4</version>
    <scope>test</scope>
</dependency>

We can check the s3mock, s3mock-testcontainers, junit-jupiter links on Maven Central to view the latest version.

4.2. Setup

As a prerequisite, we must have a running Docker environment to ensure that Test Containers can be started.

When we use the @TestConainers and @Container annotations on the integration test class, the latest Docker image for S3MockContainer is pulled from the registry and started within the local Docker environment:

@Testcontainers
class S3CrudServiceIntegrationTest {
    @Container
    private  S3MockContainer s3Mock = new S3MockContainer("latest");
}

Before running the integration test, let’s create an S3Client instance within the @BeforeEach lifecycle method:

@BeforeEach
void setUp() {
    var endpoint = s3Mock.getHttpsEndpoint();
    var serviceConfig = S3Configuration.builder()
      .pathStyleAccessEnabled(true)
      .build();
    var httpClient = UrlConnectionHttpClient.builder()
      .buildWithDefaults(AttributeMap.builder()
        .put(TRUST_ALL_CERTIFICATES, Boolean.TRUE)
        .build());
    s3Client = S3Client.builder()
      .endpointOverride(URI.create(endpoint))
      .serviceConfiguration(serviceConfig)
      .httpClient(httpClient)
      .build();
}

In the setup() method, we initialized an instance of S3Client using the builder offered by the S3Client interface. Within this initialization, we specified configurations for the following parameters:

  • endpointOverwrite: This parameter is configured to define the address of the S3 mocked service.
  • pathStyleAccessEnabled: We set this parameter to true in the service configuration.
  • TRUST_ALL_CERTIFICATES: Additionally, we configured an httpClient instance with all certificates trusted, indicated by setting TRUST_ALL_CERTIFICATES to true.

4.3. Writing Integration Test for the S3CrudService

As we finish with the infrastructure setup, let’s write some integration tests for the S3CrudService operations.

First, let’s create a bucket and verify its successful creation:

var s3CrudService = new S3CrudService(s3Client);
s3CrudService.createBucket(TEST_BUCKET_NAME);

var createdBucketName = s3Client.listBuckets().buckets().get(0).name();
assertThat(TEST_BUCKET_NAME).isEqualTo(createdBucketName);

After successfully creating the bucket, let’s upload a new object in S3.

To do so, first, we generate an array of bytes using FileGenerator, and then the createObject() method saves it as an object in the already created bucket:

var fileToSave = FileGenerator.generateFiles(1, 100).get(0);
s3CrudService.createObject(TEST_BUCKET_NAME, fileToSave);

Next, let’s call the getObject() method with the file name of the already saved file to confirm if the object was indeed saved in S3:

var savedFileContent = s3CrudService.getObject(TEST_BUCKET_NAME, fileToSave.getName());
assertThat(Arrays.equals(fileToSave.getContent().array(), savedFileContent)).isTrue();

Finally, let’s test that the deleteObject() also works as expected. To begin with, we call the deleteObject() method with the bucket name and the targeted filename. Subsequently, we call again the getObject() and check that the result is empty:

s3CrudService.deleteObject(TEST_BUCKET_NAME,fileToSave.getName());

var deletedFileContent = s3CrudService.getObject(TEST_BUCKET_NAME, fileToSave.getName());
assertThat(deletedFileContent).isEmpty();

5. Conclusion

In this tutorial, we learned how to write integration tests that depend on the AWS S3 service by using the S3Mock library to mock a real S3 service.

To demonstrate this, first, we implemented a basic CRUD service that creates, reads, and deletes objects from S3. Then, we implemented the integration tests using the S3Mock library.

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 – Microsoft – NPI EA (cat = Baeldung)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat = Spring Boot)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

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:

>> 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?

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Partner – MongoDB – NPI EA (tag=MongoDB)
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Traditional keyword-based search methods rely on exact word matches, often leading to irrelevant results depending on the user's phrasing.

By comparison, using a vector store allows us to represent the data as vector embeddings, based on meaningful relationships. We can then compare the meaning of the user’s query to the stored content, and retrieve more relevant, context-aware results.

Explore how to build an intelligent chatbot using MongoDB Atlas, Langchain4j and Spring Boot:

>> Building an AI Chatbot in Java With Langchain4j and MongoDB Atlas

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