Course – Black Friday 2025 – NPI EA (cat= Baeldung)
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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.

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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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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:

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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:

>> 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.

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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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1. Overview

Spring Data JPA provides an easy way to create database queries and test them with an embedded H2 database.

But in some cases, testing on a real database is much more profitable, especially if we use provider-dependent queries.

In this tutorial, we’ll demonstrate how to use Testcontainers for integration testing with Spring Data JPA and the PostgreSQL database.

In our previous tutorial, we created some database queries using mainly the @Query annotation, which we’ll now test.

2. Configuration

To use the PostgreSQL database in our tests, we have to add the Testcontainers dependency with test scope:

<dependency>
    <groupId>org.testcontainers</groupId>
    <artifactId>postgresql</artifactId>
    <version>1.19.6</version>
    <scope>test</scope>
</dependency>

Let’s also create an application.properties file under the test resources directory in which we instruct Spring to use the proper driver class and to create the scheme at each test run:

spring.datasource.driver-class-name=org.testcontainers.jdbc.ContainerDatabaseDriver
spring.jpa.hibernate.ddl-auto=create

3. Single Test Usage

To start using the PostgreSQL instance in a single test class, we have to create a container definition first and then use its parameters to establish a connection:

@RunWith(SpringRunner.class)
@SpringBootTest(classes = Application.class)
@ActiveProfiles("tc")
@ContextConfiguration(initializers = {UserRepositoryTCLiveTest.Initializer.class})
public class UserRepositoryTCLiveTest extends UserRepositoryCommon {

    @ClassRule
    public static PostgreSQLContainer postgreSQLContainer = new PostgreSQLContainer("postgres:11.1")
      .withDatabaseName("integration-tests-db")
      .withUsername("sa")
      .withPassword("sa");

    @Test
    @Transactional
    public void givenUsersInDB_WhenUpdateStatusForNameModifyingQueryAnnotationNative_ThenModifyMatchingUsers() {
        userRepository.save(new User("SAMPLE", LocalDate.now(), USER_EMAIL, ACTIVE_STATUS));
        userRepository.save(new User("SAMPLE1", LocalDate.now(), USER_EMAIL2, ACTIVE_STATUS));
        userRepository.save(new User("SAMPLE", LocalDate.now(), USER_EMAIL3, ACTIVE_STATUS));
        userRepository.save(new User("SAMPLE3", LocalDate.now(), USER_EMAIL4, ACTIVE_STATUS));
        userRepository.flush();

        int updatedUsersSize = userRepository.updateUserSetStatusForNameNativePostgres(INACTIVE_STATUS, "SAMPLE");

        assertThat(updatedUsersSize).isEqualTo(2);
    }

    static class Initializer
      implements ApplicationContextInitializer<ConfigurableApplicationContext> {
        public void initialize(ConfigurableApplicationContext configurableApplicationContext) {
            TestPropertyValues.of(
              "spring.datasource.url=" + postgreSQLContainer.getJdbcUrl(),
              "spring.datasource.username=" + postgreSQLContainer.getUsername(),
              "spring.datasource.password=" + postgreSQLContainer.getPassword()
            ).applyTo(configurableApplicationContext.getEnvironment());
        }
    }
}

In the above example, we used @ClassRule from JUnit to set up a database container before executing test methods. We also created a static inner class that implements ApplicationContextInitializer. As the last step, we applied the @ContextConfiguration annotation to our test class with the initializer class as a parameter.

By performing these three actions, we can set connection properties before the Spring context is published.

Let’s now use two UPDATE queries from the previous article:

@Modifying
@Query("update User u set u.status = :status where u.name = :name")
int updateUserSetStatusForName(@Param("status") Integer status, 
  @Param("name") String name);

@Modifying
@Query(value = "UPDATE Users u SET u.status = ? WHERE u.name = ?", 
  nativeQuery = true)
int updateUserSetStatusForNameNative(Integer status, String name);

And test them with the configured environment:

@Test
@Transactional
public void givenUsersInDB_WhenUpdateStatusForNameModifyingQueryAnnotationJPQL_ThenModifyMatchingUsers(){
    insertUsers();
    int updatedUsersSize = userRepository.updateUserSetStatusForName(0, "SAMPLE");
    assertThat(updatedUsersSize).isEqualTo(2);
}

@Test
@Transactional
public void givenUsersInDB_WhenUpdateStatusForNameModifyingQueryAnnotationNative_ThenModifyMatchingUsers(){
    insertUsers();
    int updatedUsersSize = userRepository.updateUserSetStatusForNameNative(0, "SAMPLE");
    assertThat(updatedUsersSize).isEqualTo(2);
}

private void insertUsers() {
    userRepository.save(new User("SAMPLE", "[email protected]", 1));
    userRepository.save(new User("SAMPLE1", "[email protected]", 1));
    userRepository.save(new User("SAMPLE", "[email protected]", 1));
    userRepository.save(new User("SAMPLE3", "[email protected]", 1));
    userRepository.flush();
}

In the above scenario, the first test ends with success but the second throws InvalidDataAccessResourceUsageException with the message:

Caused by: org.postgresql.util.PSQLException: ERROR: column "u" of relation "users" does not exist

If we’d run the same tests using the H2 embedded database, both tests would complete successfully, but PostgreSQL does not accept aliases in the SET clause. We can quickly fix the query by removing the problematic alias:

@Modifying
@Query(value = "UPDATE Users u SET status = ? WHERE u.name = ?", 
  nativeQuery = true)
int updateUserSetStatusForNameNative(Integer status, String name);

This time both tests complete successfully. In this example, we used Testcontainers to identify a problem with the native query which otherwise would be revealed after switching to a real database on production. We should also notice that using JPQL queries is safer in general because Spring translates them properly depending on the database provider used.

3.1. One Database per Test with Configuration

So far, we’ve used JUnit 4 rules to spin up a database instance before running all tests inside a test class. Eventually, this approach will create a database instance before each test class and tear it down after running all tests in each class.

This approach creates maximum isolation between the test instances. Also, the overhead of launching a database multiple times can make tests slow.

In addition to the JUnit 4 rules approach, we can modify the JDBC URL and instruct the Testcontainers to create a database instance per test class. This approach will work without requiring us to write some infrastructural code in our tests.

For instance, in order to rewrite the above example, all we have to do is to add this to our application.properties:

spring.datasource.url=jdbc:tc:postgresql:11.1:///integration-tests-db

The “tc:” will make Testcontainers instantiate database instances without any code change. So, our test class would be as simple as:

@RunWith(SpringRunner.class)
@SpringBootTest(classes = Application.class)
public class UserRepositoryTCJdbcLiveTest extends UserRepositoryCommon {

    @Test
    @Transactional
    public void givenUsersInDB_WhenUpdateStatusForNameModifyingQueryAnnotationNative_ThenModifyMatchingUsers() {
        // same as above
    }
}

If we’re going to have one database instance per test class, this approach is the preferred one.

4. Shared Database Instance

In the previous paragraph, we described how to use Testcontainers in a single test. In a real case scenario, we’d like to reuse the same database container in multiple tests because of the relatively long startup time.

Let’s now create a common class for database container creation by extending PostgreSQLContainer and overriding the start() and stop() methods:

public class BaeldungPostgresqlContainer extends PostgreSQLContainer<BaeldungPostgresqlContainer> {
    private static final String IMAGE_VERSION = "postgres:11.1";
    private static BaeldungPostgresqlContainer container;

    private BaeldungPostgresqlContainer() {
        super(IMAGE_VERSION);
    }

    public static BaeldungPostgresqlContainer getInstance() {
        if (container == null) {
            container = new BaeldungPostgresqlContainer();
        }
        return container;
    }

    @Override
    public void start() {
        super.start();
        System.setProperty("DB_URL", container.getJdbcUrl());
        System.setProperty("DB_USERNAME", container.getUsername());
        System.setProperty("DB_PASSWORD", container.getPassword());
    }

    @Override
    public void stop() {
        //do nothing, JVM handles shut down
    }
}

By leaving the stop() method empty, we allow the JVM to handle the container shutdown. We also implement a simple singleton pattern, in which only the first test triggers container startup, and each subsequent test uses the existing instance. In the start() method we use System#setProperty to set connection parameters as environment variables.

We can now put them in our application.properties file:

spring.datasource.url=${DB_URL}
spring.datasource.username=${DB_USERNAME}
spring.datasource.password=${DB_PASSWORD}

Let’s now use our utility class in the test definition:

@RunWith(SpringRunner.class)
@SpringBootTest(classes = Application.class)
@ActiveProfiles({"tc", "tc-auto"})
public class UserRepositoryTCAutoLiveTest extends UserRepositoryCommon {

    @ClassRule
    public static PostgreSQLContainer<BaeldungPostgresqlContainer> postgreSQLContainer = BaeldungPostgresqlContainer.getInstance();

    //tests
}

As in previous examples, we applied the @ClassRule annotation to a field holding the container definition. This way, the DataSource connection properties are populated with correct values before Spring context creation.

We can now implement multiple tests using the same database instance simply by defining a @ClassRule annotated field instantiated with our BaeldungPostgresqlContainer utility class.

5. Conclusion

In this article, we illustrated ways to perform tests on a real database instance using Testcontainers.

We looked at examples of single test usage, using the ApplicationContextInitializer mechanism from Spring, as well as implementing a class for reusable database instantiation.

We also showed how Testcontainers could help in identifying compatibility problems across multiple database providers, especially for native queries.

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:

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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 – 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.

Course – Black Friday 2025 – NPI (All)
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eBook Jackson – NPI EA – 3 (cat = Jackson)