Microservices Resources

Designing Self-Healing AI Infrastructure: The Role of Autonomous Recovery

Distributed AI systems fail faster than humans can respond, making traditional response insufficient. Self-healing systems use telemetry and automation to recover early.

May 7, 2026

by Sayali Patil

· 4,861 Views · 5 Likes

Comparing Top Gen AI Frameworks for Java in 2026

A practical, in-depth comparison of the top Generative AI frameworks for Java in 2026: Genkit Java, Spring AI, LangChain4j, and Google ADK

May 7, 2026

by Xavier Portilla Edo

CORE

· 3,775 Views · 4 Likes

From Monolith to Microservices: Practical Lessons From Real System Modernization

Microservices add flexibility and scalability but increase complexity. Learn key challenges in observability, DevOps, and data management when moving from monoliths.

May 5, 2026

by Jayapragash Dakshnamurthy

· 2,049 Views · 2 Likes

Spring Boot Done Right: Lessons From a 400-Module Codebase

Apereo CAS is one of the largest open-source Spring Boot applications in production. Learn about seven battle-tested patterns from its codebase that will improve yours.

May 5, 2026

by Dmitriy Kopylenko

· 2,411 Views · 5 Likes

Setting Up Claude Code With Ollama: A Guide

Claude Code is a terminal-based AI coding assistant by Anthropic that can integrate with Ollama for local model inference.

May 5, 2026

by Gunter Rotsaert

CORE

· 3,787 Views · 3 Likes

How We Diagnosed a Hidden Scheduler Failure in a Docker Swarm Cluster Serving 2 Million Users

A real production incident in a Docker Swarm cluster — how a routine service update triggered a silent scheduler failure, and how we uncovered it.

May 5, 2026

by Denis Tiumentsev

· 1,956 Views · 2 Likes

Evolving Spring Boot APIs to an Event-Driven Mesh

Learn to transform Spring Boot REST APIs into an event-driven architecture by utilizing Kafka, RabbitMQ, or NATS to enhance scalability, resilience, and responsiveness.

May 5, 2026

by Lavi Kumar

· 1,684 Views · 1 Like

Mastering Kubernetes to Maximize Your Cloud Potential

Understanding Kubernetes architecture through seven critical layers: storage, compute, networking, observability, security, dev tools, and CI/CD.

May 4, 2026

by Jaswinder Kumar

· 1,956 Views · 2 Likes

Building Fault-Tolerant Kafka Consumers in Spring Boot Using Retry, DLQ, and Idempotent Code Patterns

Retry transient failures, route poison messages to a DLQ, and deduplicate with a DB table three layers that turn a fragile Kafka consumer into a fault tolerant one.

May 4, 2026

by Mallikharjuna Manepalli

· 2,469 Views · 1 Like

Understanding MCP Architecture: LLM + API vs Model Context Protocol

PDF chatbot demo comparing LLM+API vs MCP: direct calls are simple for one app; MCP adds a server layer for tool discovery, reuse, and standardization.

May 1, 2026

by Sanjay Mishra

· 4,878 Views · 3 Likes

How to Log HTTP Incoming Requests in Spring Boot

In this article, you will learn how to log incoming requests in Spring Boot, using the class CommonsRequestLoggingFilter, through some simple configuration steps.

May 1, 2026

by Mario Casari

· 2,748 Views · 3 Likes

End-to-End Event Streaming With Kafka, Spring Boot and AWS SQS/SNS (Production-Ready Code Guide)

Kafka streams it, SNS fans it out, and SQS decouples it — three platforms, one resilient event pipeline wired together with Spring Boot.

April 30, 2026

by Mallikharjuna Manepalli

· 2,587 Views · 3 Likes

AI Agents for DevOps on Kubernetes Need Real Engineering, Not Magic

Kubernetes incident triage: OpenTelemetry → Kafka → CrewAI → RBAC scale. DORA 2024: 75% AI use, 39% low trust. AI correlates, humans approve changes.

April 30, 2026

by Abdul Majid Qureshi

· 2,405 Views

Clean Code: Package Architecture, Dependency Flow, and Scalability, Part 4

Flat imports, internal for business logic, interfaces at the consumer side — your utils package is an architecture smell.

April 30, 2026

by Vladimir Yakovlev

· 2,016 Views · 1 Like

Java Backend Development in the Era of Kubernetes and Docker

Containerization with Docker and orchestration through Kubernetes enables Java backends to be deployed, scaled, managed efficiently in modern cloud-native environments.

April 28, 2026

by Ramya vani Rayala

· 4,486 Views · 5 Likes

Java in a Container: Efficient Development and Deployment With Docker

Docker containers make Java apps portable and consistent across environments, development, and deployment, and improve s scalability and streamline CI/CD.

April 28, 2026

by Ramya vani Rayala

· 2,779 Views · 2 Likes

Why DDoS Protection Is an Architectural Decision for Developers

Modern DDoS attacks target APIs, dependencies, and application logic. Resilience depends on architectural design, service segmentation, and clear visibility.

April 27, 2026

by Alex Vakulov

CORE

· 2,770 Views

Architecting Autonomous Agents: A Deep Dive into Azure AI Foundry Agent Service

Build enterprise-ready AI agents using Azure AI Foundry Agent Service with integrated tools, state management, and robust security.

April 27, 2026

by Jubin Abhishek Soni

CORE

· 2,088 Views

8 RAG Patterns You Should Stop Ignoring

Learn about 8 RAG architectures for AI systems, from naive to agentic and hybrid, and how each improves accuracy, retrieval, and real-world performance.

April 24, 2026

by Damil Shahzad

· 4,282 Views · 1 Like

Advanced Middleware Architecture For Secure, Auditable, and Reliable Data Exchange Across Systems

A secure, high-performance middleware using JWT, async messaging, and cryptographic auditing enables reliable, scalable, and fully traceable data exchange across systems.

April 23, 2026

by Abhijit Roy

· 2,676 Views

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