Microservices Resources

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

· 2,473 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

· 2,336 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

· 1,971 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

· 4,364 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

· 2,689 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

· 2,547 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

· 2,042 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

· 4,074 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

· 2,621 Views

The Pod Prometheus Never Saw: Kubernetes' Sampling Blind Spot

Prometheus sampling gaps are irreducible — reducing the scrape interval just moves the threshold. The Kubernetes watch API eliminates it entirely.

April 23, 2026

by Shamsher Khan

CORE

· 2,251 Views · 1 Like

The Invisible OOMKill: Why Your Java Pod Keeps Restarting in Kubernetes

A Kubernetes pod may restart due to an OOMKill when the Java process exceeds the container’s memory limit. JVM memory tuning and correct resource limits prevent crashes.

April 22, 2026

by Ramya vani Rayala

· 6,139 Views · 6 Likes

Algorithmic Circuit Breakers: Engineering Hard Stop Safety Into Autonomous Agent Workflows

Autonomous agents fail by persisting: they retry, replan, and chain tools, increasing risk, cost, and potential blast radius without strict safety controls.

April 22, 2026

by Williams Ugbomeh

· 2,495 Views · 1 Like

Architecting AI-Native Cloud Platforms: Signals to Insights to Actions

AI-native platforms embed intelligence into cloud infrastructure, allowing systems to sense events, generate insights with AI, and trigger automated actions in real time.

April 21, 2026

by Harvendra Singh

· 2,024 Views

Why Embedding Pipelines Break at Scale and How Lakehouse Architecture Fixes Them

Use Apache Iceberg to store embeddings as versioned datasets and treat the vector database as a derived retrieval index.

April 20, 2026

by Vivek Venkatesan

· 2,317 Views

The Architecture Tax: What Nobody Tells You About Deploying LLMs in Production

This article is by a technology correspondent who has seen too many AI pilots fail in staging — and too few engineers ask why.

April 16, 2026

by Igboanugo David Ugochukwu

CORE

· 3,035 Views

When Kubernetes Breaks Session Consistency: Using Cosmos DB and Redis Together

Cosmos DB stores durable state; Redis acts as a coordination layer, enabling predictable, stateless scaling without sticky sessions, strong consistency, or high costs.

April 15, 2026

by Vikas Mittal

· 2,590 Views

How to Reliably Implement Post-Commit Actions in Spring

In this article, you will learn how to reliably implement post-commit actions in Spring Boot using a dedicated annotation, ensuring consistent behavior.

April 15, 2026

by Mario Casari

· 2,693 Views

Architecting the Future of Research: A Technical Deep-Dive into NotebookLM and Gemini Integration

Explore how NotebookLM and Gemini 1.5 Pro revolutionize research through source grounding, long context windows, and content pipelines.

April 15, 2026

by Jubin Abhishek Soni

CORE

· 2,696 Views

Mastering Gemma 4

Master Gemma 4 with this deep dive into its architecture, distillation training, and Python implementation for production AI workflows.

April 15, 2026

by Jubin Abhishek Soni

CORE

· 3,380 Views

NeMo Agent Toolkit With Docker Model Runner

Agent observability is often missing in the rush to build AI agents. NeMo adds observability to AI agents, helping trace, evaluate, and debug multi-agent workflows.

April 15, 2026

by Siri Varma Vegiraju

CORE

· 2,675 Views

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