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Modern software systems don’t behave like traditional request–response applications anymore. As applications grow into distributed, real-time, and globally scaled systems, direct c...
A decision-making framework for teams standing at the architectural fork between REST APIs and event streams. Almost every architecture discussion eventually arrives at the same fo...
Event-driven architecture promises scalability, but in Java-based real-time systems the tradeoffs only surface in production. Drawing on a Java/Kafka contact center platform handli...
A Practical Walkthrough Most distributed systems eventually hit a wall with their messaging layer, whether it's Kafka's tight coupling between compute and storage, RabbitMQ's limit...
Most developers approach XRPL event monitoring like it's a simple polling problem. They spin up a script that checks wallet balances every few minutes, maybe set up a cron job to s...
Traditional job scheduling relied heavily on time-based execution, with cron jobs and hourly synchronisation being common in enterprise IT. While these methods are still useful, mo...
Industrial control systems are generating more data than ever before, but the Python tooling used to process this telemetry often encounters severe performance constraints. Traditi...
How Sveltos turns multi-cluster Kubernetes management from an operational burden into a declarative, event-reactive system — and why its cross-cluster model changes how distributed...
The convergence of IoT, real-time data streaming, and modern frontend frameworks is redefining how engineers build enterprise monitoring systems. Over the course of designing and l...
In a microservices system, that tight coupling turns a small hiccup into a cascading slowdown. Thread pools fill, retries amplify traffic, and suddenly your simple request is block...
Real-time systems look simple on architecture diagrams. A user posts content, the backend publishes an event, and connected users instantly receive notifications through persistent...
Most Java tutorials reach for Axon before explaining the moving parts underneath it. This is the framework-agnostic treatment — the event store, the snapshot problem, schema evolut...
AI Doesn't Replace Your Architecture; It Becomes Part of It Picture this. Your team has just integrated a large language model into your enterprise application. The demo looked com...
Both patterns produce a stream of state changes — yet they sit at entirely different layers of your stack, solve different problems, and carry very different costs. Here is how to...
Originally appeared on Alchemists: Articles. Server Sent Events Server Sent Events (SSE) allows a server to push data, one way, to a client over a long lived HTTP connection w...
Traditional CRUD systems store only the current state of an entity. When a record is updated, the previous value is overwritten and lost forever. Event Sourcing inverts this model:...
it's always something you know
Real-time app architecture is becoming one of the most important competitive advantages in modern software — not because users care about infrastructure itself, but because they im...
Learn how to develop lightweight, high-performance stream processing applications in Java with contemporary frameworks
Back in October 2022, I wrote a short blog post explaining how I automated our Datadog Marketplace sales cycle using a few AWS services and my first-ever Golang program. That basic...
Exactly-once processing (EOP) is often touted as the gold standard for reliability in distributed systems. The promise of processing each message just once seems perfect, whether y...
Most recommendation systems are batch jobs. They crunch last night's data, write a recommendations table, and serve it all day. That works fine until your user watches three thrill...
The Problem We Were Actually Solving At the time, we were trying to optimize our server for high latency environments. We wanted to make sure that our Treasure Hunt engine was st...
Artificial intelligence (AI) is quickly changing from simple conversation models to systems that can tackle complex problems through teamwork. As products become smarter, one key a...
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