Eventual Consistency in Distributed Java Systems: Patterns and Pitfalls

Eventual Consistency in Distributed Java Systems: Patterns and Pitfalls

Building modern applications inevitably means distributing components across multiple services and data stores. With microservices, cloud-native architectures, and globally distributed systems, strong consistency becomes difficult and expensive to maintain at scale. This is where eventual consistency emerges as a practical and scalable solution. In this article, we’ll explore how eventual Read more

Audit Logging in Java Microservices: Techniques and Compliance Tips

Audit Logging in Java Microservices: Techniques and Compliance Tips

In the era of distributed systems, microservices introduce agility and scalability — but they also dramatically increase complexity in tracking user actions and system changes. Audit logging plays a crucial role in ensuring traceability, accountability, and compliance with regulations such as GDPR, HIPAA, PCI-DSS, SOX, and ISO 27001. In this Read more

API Rate Limiting & Throttling in Spring Boot with Bucket4j

API Rate Limiting & Throttling in Spring Boot with Bucket4j

As modern systems continue to embrace microservices, public APIs, and high-volume traffic, controlling how consumers access APIs becomes critical. Without proper rate limiting, even a single misbehaving client can overwhelm your application—leading to degraded performance, increased latency, and potential downtime. Rate limiting and throttling safeguard your APIs by controlling the Read more

Integrating AWS SQS and SNS in Java Applications for Reliable Messaging

Integrating AWS SQS and SNS in Java Applications for Reliable Messaging

Modern distributed systems rely heavily on asynchronous communication to maintain resilience, scalability, and fault isolation. AWS offers two widely adopted managed messaging services—Amazon Simple Queue Service (SQS) and Amazon Simple Notification Service (SNS)—that simplify building event-driven architectures in Java applications. SNS enables pub/sub messaging with multiple subscribers, while SQS provides Read more

Infrastructure as Code with Terraform: A Practical Guide for Java Developers

Monitoring Java Applications with Prometheus and Grafana on Kubernetes

Introduction Modern microservices-based architectures rely heavily on observability to ensure applications perform reliably at scale.For Java applications running on Kubernetes, Prometheus and Grafana are the standard tools for monitoring and visualization. Together, they offer a flexible system for collecting, storing, and analyzing metrics — allowing developers to detect issues before Read more

Role of Service Discovery in Microservices and How to Implement It with Eureka & Consul

Role of Service Discovery in Microservices and How to Implement It with Eureka & Consul

Introduction In modern cloud-native architectures, microservices have become the preferred style for building scalable, resilient, and independently deployable applications. However, this architectural model introduces dynamism and distribution: services may scale up or down, move between hosts or containers, and network addresses may change. In this context, service discovery emerges as Read more

CI/CD Pipeline for Java Applications with Jenkins & AWS CodePipeline

Building a CI/CD Pipeline for Java Applications with Jenkins and AWS CodePipeline

Building a CI/CD Pipeline for Java Applications with Jenkins and AWS CodePipeline Continuous Integration and Continuous Deployment (CI/CD) are essential for delivering software reliably and rapidly. In this guide, we’ll build a professional CI/CD pipeline for a Java application using Jenkins and AWS CodePipeline. By combining Jenkins’s flexibility with AWS CodePipeline’s managed delivery Read more