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.

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 – 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 – 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:

>> Join Pro and download the eBook

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 – 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. Overview

In-memory databases rely on system memory as opposed to disk space for storage of data. Because memory access is faster than disk access, these databases are naturally faster.

Of course, we can only use an in-memory database in applications and scenarios where data doesn’t need to be persisted or for the purpose of executing tests faster. They’re often run as embedded databases, which means they are created when a process starts and discarded when the process ends which is super comfortable for testing because you do not need to setup an external database.

In the following sections, we will take a look at some of the most commonly used in-memory databases for the Java environment and the configuration necessary for each of them.

2. H2 Database

H2 is an open source database written in Java that supports standard SQL for both embedded and standalone databases. It is very fast and contained within a JAR of only around 1.5 MB.

2.1. Maven Dependency

To use H2 databases in an application, we need to add the following dependency:

<dependency>
    <groupId>com.h2database</groupId>
    <artifactId>h2</artifactId>
    <version>2.1.214</version>
</dependency>

The latest version of the H2 database can be downloaded from Maven Central.

2.2. Configuration

To connect to an H2 in-memory database, we can use a connection String with the protocol mem, followed by the database name. The driverClassName, URL, username and password properties can be placed in a .properties file to be read by our application:

driverClassName=org.h2.Driver
url=jdbc:h2:mem:myDb;DB_CLOSE_DELAY=-1
username=sa
password=sa

These properties ensure the myDb database is created automatically on startup of the application.

By default, when a connection to the database is closed, the database is closed as well. If we want the database to last for as long as the JVM is running, we can specify the property DB_CLOSE_DELAY=-1

If we are using the database with Hibernate, we also need to specify the Hibernate dialect:

hibernate.dialect=org.hibernate.dialect.H2Dialect

H2 database is regularly maintained and provides a more detailed documentation on h2database.com.

3. HSQLDB (HyperSQL Database)

HSQLDB is an open source project, also written in Java, representing a relational database. It follows the SQL and JDBC standards and supports SQL features such as stored procedures and triggers.

It can be used in the in-memory mode, or it can be configured to use disk storage.

3.1. Maven Dependency

To develop an application using HSQLDB, we need the Maven dependency:

<dependency>
    <groupId>org.hsqldb</groupId>
    <artifactId>hsqldb</artifactId>
    <version>2.7.1</version>
</dependency>

You can find the latest version of HSQLDB on Maven Central.

3.2. Configuration

The connection properties we need have the following format:

driverClassName=org.hsqldb.jdbc.JDBCDriver
url=jdbc:hsqldb:mem:myDb
username=sa
password=sa

This ensures that the database will be created automatically on startup, reside in memory for the duration of the application, and be deleted when the process ends.

The Hibernate dialect property for HSQLDB is:

hibernate.dialect=org.hibernate.dialect.HSQLDialect

The JAR file also contains a Database Manager with a GUI. More information can be found on the hsqldb.org website.

4. Apache Derby Database

Apache Derby is another open source project containing a relational database management system created by the Apache Software Foundation.

Derby is based on SQL and JDBC standards and is mainly used as an embedded database, but it can also be run in client-server mode by using the Derby Network Server framework.

4.1. Maven Dependency

To use a Derby database in an application, we need to add the following Maven dependency:

<dependency>
    <groupId>org.apache.derby</groupId>
    <artifactId>derby</artifactId>
    <version>10.13.1.1</version>
</dependency>

The latest version of Derby database can be found on Maven Central.

4.2. Configuration

The connection string uses the memory protocol:

driverClassName=org.apache.derby.jdbc.EmbeddedDriver
url=jdbc:derby:memory:myDb;create=true
username=sa
password=sa

For the database to be created automatically on startup, we have to specify create=true in the connection string. The database is closed and dropped by default on JVM exit.

If using the database with Hibernate, we need to define the dialect:

hibernate.dialect=org.hibernate.dialect.DerbyDialect

You can read more about Derby database at db.apache.org/derby.

5. SQLite Database

SQLite is a SQL database that runs only in embedded mode, either in memory or saved as a file. It is written in the C language but can also be used with Java.

5.1. Maven Dependency

To use an SQLite database, we need to add the JDBC driver JAR:

<dependency>
    <groupId>org.xerial</groupId>
    <artifactId>sqlite-jdbc</artifactId>
    <version>3.16.1</version>
</dependency>

The sqlite-jdbc dependency can be downloaded from Maven Central.

5.2. Configuration

The connection properties use the org.sqlite.JDBC driver class and the memory protocol for the connection string:

driverClassName=org.sqlite.JDBC
url=jdbc:sqlite:memory:myDb
username=sa
password=sa

This will create the myDb database automatically if it does not exist.

Currently, Hibernate does not provide a dialect for SQLite, although it very likely will in the future. If you want to use SQLite with Hibernate, you have to create your HibernateDialect class.

To find out more about SQLite, go to sqlite.org.

6. In-Memory Databases in Spring Boot

Spring Boot makes it especially easy to use an in-memory database – because it can create the configuration automatically for H2, HSQLDB, and Derby.

All we need to do to use a database of one of the three types in Spring Boot is add its dependency to the pom.xml. When the framework encounters the dependency on the classpath, it will configure the database automatically.

7. Conclusion

In this article, we had a quick look at the most commonly used in-memory databases in the Java ecosystem, along with their basic configurations. Although they are useful for testing, keep in mind that in many cases they do not provide exactly the same functionality as the original standalone ones.

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)
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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:

>> 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)