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:

>> Join Pro and download the eBook

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:

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 – 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:

>> Join Pro and 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 – Jackson – NPI EA (cat=Jackson)
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Do JSON right with Jackson

Download the E-book

eBook – HTTP Client – NPI EA (cat=Http Client-Side)
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Get the most out of the Apache HTTP Client

Download the E-book

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 – 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.

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:

>> CHECK OUT THE COURSE

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.

1. Introduction

The Spring Data Key Value framework makes it easy to write Spring applications that use key-value stores.

It minimizes redundant tasks and boilerplate code required for interacting with the store. The framework works well for key-value stores like Redis and Riak.

In this tutorial, we’ll cover how we can use Spring Data Key Value with the default java.util.Map based implementation.

2. Requirements

The Spring Data Key Value 1.x binaries require JDK level 6.0 or above, and Spring Framework 3.0.x or above.

3. Maven Dependency

To work with Spring Data Key Value, we need to add the following dependency:

<dependency>
    <groupId>org.springframework.data</groupId>
    <artifactId>spring-data-keyvalue</artifactId>
    <version>2.0.6.RELEASE</version>
</dependency>

The latest version can be found here.

4. Creating an Entity

Let’s create an Employee entity:

@KeySpace("employees")
public class Employee {

    @Id
    private Integer id;

    private String name;

    private String department;

    private String salary;

    // constructors/ standard getters and setters

}

Keyspaces define in which part of the data structure the entity should be kept. This concept is very similar to collections in MongoDB and Elasticsearch, cores in Solr and tables in JPA.

By default, the keyspace of an entity is extracted from its type.

5. Repository

Similar to other Spring Data frameworks, we will need to activate Spring Data repositories using the @EnableMapRepositories annotation.

By default, the repositories will use the ConcurrentHashMap-based implementation:

@SpringBootApplication
@EnableMapRepositories
public class SpringDataKeyValueApplication {
}

It’s possible to change the default ConcurrentHashMap implementation and use some other java.util.Map implementations:

@EnableMapRepositories(mapType = WeakHashMap.class)

Creating repositories with Spring Data Key Value works the same way as with other Spring Data frameworks:

@Repository
public interface EmployeeRepository
  extends CrudRepository<Employee, Integer> {
}

For learning more about Spring Data repositories we can have a look at this article.

6. Using the Repository

By extending CrudRepository in EmployeeRepository, we get a complete set of persistence methods that perform CRUD functionality.

Now, we’ll see how we can use some of the available persistence methods.

6.1. Saving an Object

Let’s save a new Employee object to the data store using the repository:

Employee employee = new Employee(1, "Mike", "IT", "5000");
employeeRepository.save(employee);

6.2. Retrieving an Existing Object

We can verify the correct save of the employee in the previous section by fetching the employee:

Optional<Employee> savedEmployee = employeeRepository.findById(1);

6.3. Updating an Existing Object

CrudRepository doesn’t provide a dedicated method for updating an object.

Instead, we can use the save() method:

employee.setName("Jack");
employeeRepository.save(employee);

6.4. Deleting an Existing Object

We can delete the inserted object using the repository:

employeeRepository.deleteById(1);

6.5. Fetch All Objects

We can fetch all the saved objects:

Iterable<Employee> employees = employeeRepository.findAll();

7. KeyValueTemplate

Another way of performing operations on the data structure is by using KeyValueTemplate.

In very basic terms, the KeyValueTemplate uses a MapAdapter wrapping a java.util.Map implementation to perform queries and sorting:

@Bean
public KeyValueOperations keyValueTemplate() {
    return new KeyValueTemplate(keyValueAdapter());
}

@Bean
public KeyValueAdapter keyValueAdapter() {
    return new MapKeyValueAdapter(WeakHashMap.class);
}

Note that in case we have used @EnableMapRepositories, we don’t need to specify a KeyValueTemplate. It will be created by the framework itself.

8. Using KeyValueTemplate

Using KeyValueTemplate, we can perform the same operations as we did with the repository.

8.1. Saving an Object

Let’s see how to save a new Employee object to the data store using a template:

Employee employee = new Employee(1, "Mile", "IT", "5000");
keyValueTemplate.insert(employee);

8.2. Retrieving an Existing Object

We can verify the insertion of the object by fetching it from the structure using template:

Optional<Employee> savedEmployee = keyValueTemplate
  .findById(id, Employee.class);

8.3. Updating an Existing Object

Unlike CrudRepository, the template provides a dedicated method to update an object:

employee.setName("Jacek");
keyValueTemplate.update(employee);

8.4. Deleting an Existing Object

We can delete an object with a template:

keyValueTemplate.delete(id, Employee.class);

8.5. Fetch All Objects

We can fetch all the saved objects using a template:

Iterable<Employee> employees = keyValueTemplate
  .findAll(Employee.class);

8.6. Sorting the Objects

In addition to the basic functionality, the template also supports KeyValueQuery for writing custom queries.

For example, we can use a query to get a sorted list of Employees based on their salary:

KeyValueQuery<Employee> query = new KeyValueQuery<Employee>();
query.setSort(new Sort(Sort.Direction.DESC, "salary"));
Iterable<Employee> employees 
  = keyValueTemplate.find(query, Employee.class);

9. Conclusion

This article showcased how we can use Spring Data KeyValue framework with the default Map implementation using Repository or KeyValueTemplate.

There are more Spring Data Frameworks like Spring Data Redis which are written on top of Spring Data Key Value. Refer to this article for an introduction to Spring Data Redis.

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:

>> Explore a clean Baeldung

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)
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.

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