Sunday, 15 June 2025

Event-Driven Automation in Java: Architecting Reactive and Scalable Systems

Unlocking the power of event-driven architecture for intelligent automation using Java

Table of Contents

  1. Introduction to Event-Driven Automation

  2. Why Choose Event-Driven Architecture?

  3. Core Concepts of Event-Driven Systems

  4. Key Components in Java-Based Event Systems

  5. Java Event-Driven Automation Approaches

    • a. Using Java's Observer Pattern

    • b. Using Google Guava's EventBus

    • c. Using Spring Framework Events

    • d. Integrating with Apache Kafka for Async Events

  6. Real-World Use Cases

  7. Challenges and Best Practices

  8. Conclusion

1. Introduction to Event-Driven Automation

Event-driven automation refers to designing software systems that respond to changes in state or specific occurrences (i.e., events) rather than following a strictly sequential workflow. It allows developers to build loosely-coupled, reactive applications that scale well and are more resilient to change.

With Java being one of the most widely used programming languages for backend development, it's essential to understand how event-driven paradigms can be implemented using Java's ecosystem.

High-level UML diagram illustrating Java event-driven automation with producers, event bus, and consumers
java-event-driven-automation-uml-diagram.png
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2. Why Choose Event-Driven Architecture?

  • Asynchronous Processing: Decouples producers and consumers, improving throughput.

  • Scalability: Enables horizontal scaling and microservices orchestration.

  • Loose Coupling: Components can be modified or replaced independently.

  • Reactive Behavior: Better user experience through real-time updates.

  • Better Observability: Events can be logged and monitored for automated reactions.

3. Core Concepts of Event-Driven Systems

TermDescription
EventA message or signal indicating something has occurred.
Event ProducerComponent that generates an event.
Event ConsumerComponent that listens for and handles events.
Event Bus/QueueMedium for delivering events from producers to consumers.
Synchronous vs AsynchronousEvent can be handled immediately (sync) or later (async).

4. Key Components in Java-Based Event Systems

  • Interfaces & Listeners: Java’s native way of handling events.

  • Observer Pattern: Built-in support via java.util.Observable (deprecated in Java 9).

  • Third-party libraries: Guava’s EventBus, Spring ApplicationEvents, Kafka clients, etc.

  • Concurrency Tools: ExecutorService, CompletableFuture, or reactive libraries.

5. Java Event-Driven Automation Approaches

a. Using Java's Native Observer Pattern (Deprecated)

import java.util.Observable;
import java.util.Observer;

class EventSource extends Observable {
    void triggerEvent(String data) {
        setChanged();
        notifyObservers(data);
    }
}

class EventListener implements Observer {
    public void update(Observable o, Object arg) {
        System.out.println("Event received: " + arg);
    }
}

// Usage
EventSource source = new EventSource();
source.addObserver(new EventListener());
source.triggerEvent("Task Completed!");
⚠️ Note: Observable and Observer are deprecated in Java 9+. Use modern approaches instead.

b. Using Google Guava’s EventBus

import com.google.common.eventbus.EventBus; import com.google.common.eventbus.Subscribe; class TaskEvent { String message; TaskEvent(String message) { this.message = message; } } class TaskListener { @Subscribe public void handleEvent(TaskEvent event) { System.out.println("Handled: " + event.message); } } // Usage EventBus eventBus = new EventBus(); eventBus.register(new TaskListener()); eventBus.post(new TaskEvent("Job Completed!"));
  • ✅ Simple

  • ✅ Great for in-memory apps

  • ❌ Not suitable for distributed or persistent messaging

c. Using Spring Framework Application Events

// Event Class
public class TaskCompletedEvent extends ApplicationEvent {
    public TaskCompletedEvent(Object source) {
        super(source);
    }
}

// Publisher
@Component
public class TaskPublisher {
    @Autowired
    private ApplicationEventPublisher publisher;

    public void publish() {
        publisher.publishEvent(new TaskCompletedEvent(this));
    }
}

// Listener
@Component
public class TaskListener {
    @EventListener
    public void handle(TaskCompletedEvent event) {
        System.out.println("Spring Event received!");
    }
}

  • ✅ Seamless Spring integration

  • ✅ Asynchronous support available

  • ❌ Limited outside of Spring ecosystem

d. Integrating Apache Kafka for Async Distributed Events

// Producer
@Component
public class KafkaEventProducer {
    @Autowired
    private KafkaTemplate<String, String> kafkaTemplate;

    public void send(String topic, String message) {
        kafkaTemplate.send(topic, message);
    }
}

// Listener
@KafkaListener(topics = "task-events", groupId = "group_id")
public void listen(String message) {
    System.out.println("Kafka Event received: " + message);
}
  • ✅ Scalable, distributed

  • ✅ Fault-tolerant

  • ✅ Real-time stream processing

  • ❌ Requires external Kafka setup and configuration

6. Real-World Use Cases

Use CaseDescription
CI/CD AutomationTrigger test or deploy pipelines on Git commit events.
IoT SystemsHandle sensor events and trigger alerts or actions.
E-CommerceNotify users or inventory systems on order events.
Workflow EnginesImplement BPMN-like task transitions.
Security SystemsLog or respond to suspicious activity in real-time.

7. Challenges and Best Practices

Challenges:

  • Event Ordering & Consistency: Events may arrive out-of-order.

  • Debugging Complexity: Hard to trace in asynchronous systems.

  • Message Loss: Especially in in-memory/event-bus systems without persistence.

Best Practices:

  • ✅ Use persistent event logs (e.g., Kafka).

  • ✅ Define clear event contracts (schemas).

  • ✅ Document event flows and interactions.

  • ✅ Handle retries and dead-letter queues.

  • ✅ Monitor and log all critical events.

  • ✅ Consider using tools like Axon Framework for event sourcing and CQRS.

8. Conclusion

Event-driven automation in Java enables developers to build highly scalable, reactive, and decoupled systems that respond dynamically to state changes. Whether you're building a monolith or microservices-based architecture, embracing events as first-class citizens enhances maintainability and responsiveness.

From simple in-memory listeners to powerful distributed event buses like Kafka, the Java ecosystem provides a rich toolkit to automate and orchestrate complex behaviors effortlessly.

✅ Want More?

If you’re building automation-heavy enterprise systems, consider looking into:

  • Project Reactor or RxJava for reactive streams.

  • Axon Framework for CQRS and event sourcing.

  • Spring Cloud Stream for microservice communication via events.

Saturday, 14 June 2025

Unlocking Native Power: A Deep Dive into Java Foreign Function & Memory API (FFM API)

Seamlessly Call Native Code and Manage Off-Heap Memory with Java’s Game-Changing FFM API

Table of Contents

  1. Introduction to Java FFM API

  2. Why Java Needed the FFM API

  3. Modules and Packages

  4. Calling Native Code with Foreign Function

  5. Memory Access and Allocation

  6. Key Classes: Linker, MemorySegment, MemoryLayout, Arena, etc.

  7. Example: Calling strlen from C

  8. Benefits and Use Cases

  9. Limitations and Considerations

  10. Future of FFM in Java

  11. Conclusion

1. Introduction to Java FFM API

The Java Foreign Function & Memory API (FFM API) is a new feature introduced to replace the traditional Java Native Interface (JNI), providing a pure Java mechanism for:

  • Calling native code (like C/C++ functions)

  • Accessing native memory

  • Structuring memory layouts

As of JDK 22, the FFM API is stable under the java.lang.foreign package and aims to improve safety, performance, and developer experience compared to JNI.

UML diagram explaining Java Foreign Function & Memory API (FFM API), showcasing key components like Linker, MemorySegment, and Arena, with steps to call native functions and allocate off-heap memory in Java. Highlights benefits such as type safety, no JNI, and efficient native interop. Ideal for developers learning FFM in Java 22+.
UML diagram explaining Java Foreign Function & Memory API (FFM API), showcasing key components like Linker, MemorySegment, and Arena, with steps to call native functions and allocate off-heap memory in Java. Highlights benefits such as type safety, no JNI, and efficient native interop. Ideal for developers learning FFM in Java 22+.
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                 +-----------------------+

                 |       Linker         |

                 |-----------------------|

                 | +nativeLinker()       |

                 | +downcallHandle(...)  |

                 +-----------------------+

                            |

                            v

                 +-----------------------+

                 |     MethodHandle      |

                 |-----------------------|

                 | +invoke(...)          |

                 +-----------------------+


                 +-----------------------+

                 |   SymbolLookup        |

                 |-----------------------|

                 | +systemLookup()       |

                 | +find(symbolName)     |

                 +-----------------------+

                            |

                            v

                 +-----------------------+

                 |    MemorySegment      |

                 |-----------------------|

                 | +address()            |

                 | +reinterpret(...)     |

                 +-----------------------+

                            ^

                            |

                 +-----------------------+

                 |       Arena           |

                 |-----------------------|

                 | +ofConfined()         |

                 | +allocate(size)       |

                 | +allocateUtf8String() |

                 +-----------------------+


                 +-----------------------+

                 |  FunctionDescriptor   |

                 |-----------------------|

                 | +of(return, params...)|

                 +-----------------------+


                 +-----------------------+

                 |     ValueLayout       |

                 |-----------------------|

                 | JAVA_LONG             |

                 | ADDRESS               |

                 +-----------------------+


2. Why Java Needed the FFM API

Before FFM, Java relied on JNI to interact with native libraries. JNI is:

  • Verbose and error-prone

  • Hard to debug

  • Not type-safe

  • Requires compiling C glue code

The FFM API solves this by providing:

  • A type-safe, pure Java way to interoperate with native libraries

  • No need for additional native code wrappers

  • Better integration with the Java memory model

3. Modules and Packages

To use FFM, ensure you're using JDK 22+ and add the required module:

--enable-preview --add-modules jdk.incubator.foreign

(If using a preview version like JDK 19–21)

As of JDK 22, it’s part of the standard API:

import java.lang.foreign.*;
import java.lang.invoke.*;

4. Calling Native Code with Foreign Function

To call a native function:

  1. Obtain a Linker object

  2. Load the native library (e.g., libc)

  3. Look up the function address

  4. Describe the method signature using FunctionDescriptor

  5. Create a MethodHandle

Example

Linker linker = Linker.nativeLinker();
SymbolLookup lookup = SymbolLookup.systemLookup();
MemorySegment strlenFunc = lookup.find("strlen").orElseThrow();

FunctionDescriptor strlenDesc = FunctionDescriptor.of(ValueLayout.JAVA_LONG, ValueLayout.ADDRESS);
MethodHandle strlen = linker.downcallHandle(strlenFunc, strlenDesc);

String input = "Hello FFM!";
try (Arena arena = Arena.ofConfined()) {
    MemorySegment str = arena.allocateUtf8String(input);
    long result = (long) strlen.invoke(str);
    System.out.println("String length: " + result);
}

5. Memory Access and Allocation

The FFM API lets you work with memory outside the JVM heap, useful for:

  • Shared memory

  • Performance-critical applications

  • Interfacing with C-style structures

MemorySegment

Represents a region of memory, can be:

  • Allocated manually

  • Mapped from a file

  • Passed from native code

try (Arena arena = Arena.ofConfined()) {
MemorySegment segment = arena.allocate(100); }


6. Key Classes

ClassDescription
LinkerConnects Java with native code
MemorySegmentRepresents a block of memory
ArenaManages memory lifetimes
FunctionDescriptorDescribes native function signatures
MemoryLayoutDescribes memory struct layouts
ValueLayoutPredefined layouts for primitive types
SegmentAllocatorAllocates memory from an arena

7. Example: Calling strlen from C

Let’s walk through calling the C function strlen():

Step-by-step:

  1. Use SymbolLookup.systemLookup() to find strlen

  2. Use Linker.downcallHandle to get a handle to the function

  3. Use arena.allocateUtf8String() to convert a Java string to native UTF-8

  4. Invoke the method

Linker linker = Linker.nativeLinker();
SymbolLookup lookup = SymbolLookup.systemLookup();
MemorySegment strlenAddr = lookup.find("strlen").orElseThrow();
MethodHandle strlen = linker.downcallHandle(strlenAddr,
    FunctionDescriptor.of(ValueLayout.JAVA_LONG, ValueLayout.ADDRESS));

try (Arena arena = Arena.ofConfined()) {
    MemorySegment str = arena.allocateUtf8String("Foreign Function!");
    long len = (long) strlen.invoke(str);
    System.out.println("Length: " + len); // Output: 17
}

8. Benefits and Use Cases

✅ Benefits:

  • Type-safe API

  • No native code needed

  • Better performance and memory control

  • Cross-platform

  • Cleaner than JNI

🛠️ Use Cases:

  • Performance-intensive apps (games, simulations)

  • Interfacing with C/C++ libraries (e.g., OpenCV, SQLite)

  • Hardware interaction (e.g., drivers, sensors)

  • Shared memory and IPC

9. Limitations and Considerations

  • Requires JDK 22+ (or earlier with preview flags)

  • Not all native libraries are easily interoperable

  • No automatic struct mapping like in JNA (yet)

  • Reflection is required for function calls (via MethodHandle)

  • Platform-dependent function names may vary (libc, msvcrt, etc.)

10. Future of FFM in Java

The FFM API is a key pillar in Project Panama. Upcoming improvements include:

  • Struct mapping APIs

  • Simplified linker configuration

  • Improved layout inference

  • Native callbacks from C to Java

With broader adoption and JDK tooling support (like jextract), the FFM API is poised to become a mainstream feature for Java-native interop.

11. Conclusion

The Java Foreign Function & Memory API modernizes Java’s approach to native interop. By replacing JNI with a safer, more flexible model, it empowers Java developers to:

  • Call native functions easily

  • Access native memory safely

  • Create performance-critical applications with better memory control

It’s time to explore the native world, without leaving the comfort of Java.

🔗 Further Reading and Tools

Thursday, 5 June 2025

Enhance Your Java Code with These Must-Know JDK 24 Features

Discover how JDK 24’s latest features can streamline your development, improve performance, and make your Java code more expressive than ever.

Java continues to evolve with each new release, and JDK 24 is no exception. This latest version introduces a host of powerful features that enhance performance, improve productivity, and add more expressiveness to the language. In this article, we’ll explore the top 10 game-changing features in JDK 24 that every Java developer should be aware of.

JDK 24 is Here! Game-Changing Features Every Java Developer Must Know
Image Copyright @tech693.com


1. Primitive Types in Patterns and instanceof (Preview)

With JDK 24, pattern matching support is extended to primitive types, enabling more expressive and safer type checks. This allows instanceof and switch to work directly with primitive values.

Benefits:

  • Eliminates boilerplate casting.

  • Enhances readability and type safety.

Example:

Object obj = 42;
if (obj instanceof int i) {
    System.out.println("Primitive int: " + i);
}

2. Record Patterns & Pattern Matching for switch (Final)

Two long-awaited features are now finalized:

  • Record Patterns (JEP 440)

  • Pattern Matching for switch (JEP 441)

These features allow for concise, readable, and type-safe deconstruction of data records.

Example:

record Person(String name, int age) {}

static void printPerson(Object obj) {
    switch (obj) {
        case Person(String name, int age) -> System.out.println(name + " is " + age);
        case null -> System.out.println("Null value");
        default -> System.out.println("Unknown type");
    }
}

3. Foreign Function & Memory API (Third Preview)

JEP 454 introduces an advanced and safer alternative to JNI. The Foreign Function & Memory API enables Java applications to interoperate with native libraries in a more controlled and memory-safe manner.

Use Cases:

  • High-performance computing.

  • Native library integrations.

  • Games and multimedia applications.

4. Virtual Threads (Still Final)

Although finalized in JDK 21, Virtual Threads remain a cornerstone of Java’s concurrency model in JDK 24.

Key Points:

  • Lightweight, cheap to create.

  • Designed for scalability.

  • Perfect for I/O-bound and highly concurrent applications.

Example:

Runnable task = () -> System.out.println(Thread.currentThread());
Thread.startVirtualThread(task);


5. Scoped Values (Incubator)

JEP 464 introduces Scoped Values, a more robust and safer alternative to ThreadLocal. These are designed for sharing immutable data within and across threads, especially virtual threads.

Benefits:

  • Thread-safe context propagation.

  • Cleaner and more maintainable code.

6. Class-File API (Preview)

JEP 457 delivers a new standard API for reading, writing, and analyzing .class files without relying on third-party libraries like ASM.

Ideal For:

  • Tool developers.

  • Static analyzers.

  • Custom compilers and frameworks.

7. Statements Before super(...) (Preview)

JEP 447 allows developers to write statements before super(...) in constructors. This is particularly useful for initializing fields or validating inputs before calling a superclass constructor.

Example:

class Child extends Parent {
    Child(int x) {
        validate(x);
        super(x);
    }
}

8. Unnamed Variables and Patterns (Second Preview)

JEP 456 enables the use of _ to ignore variables or parts of a pattern that are not needed.

Use Cases:

  • Cleaner switch statements.

  • Avoids unnecessary variable declarations.

Example:

record Point(int x, int y) {}
switch (point) {
    case Point(_, int y) -> System.out.println("Y is " + y);
}

9. String Templates (Second Preview)

JEP 465 brings String Templates, allowing developers to write cleaner, more readable, and format-safe string construction logic.

Example:

String name = "Alice";
int age = 30;
String msg = STR."Hello, my name is \{name} and I am \{age} years old.";

10. Performance & GC Enhancements

JDK 24 brings significant performance improvements across GCs:

  • G1: Improved pause times.

  • ZGC: Better memory reclamation.

  • Shenandoah: Reduced latency.

These changes enhance overall throughput and minimize memory-related issues in large-scale applications.

Conclusion

JDK 24 is a milestone release that delivers on both developer ergonomics and runtime efficiency. From modern language enhancements to deeper runtime integrations and performance boosts, this release is packed with features that make Java more powerful and enjoyable to work with.