Microservices Resources

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

· 2,320 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

· 7,544 Views · 7 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

· 2,592 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

· 2,126 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

· 2,424 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

· 3,081 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

· 2,637 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

· 2,720 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

· 2,773 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

· 3,447 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

· 2,727 Views

Faster Releases With DevOps: Java Microservices and Angular UI in CI/CD

Jenkins automates build, containerizes, and deploys to AWS on every Git commit across Java microservices and Angular apps.

April 14, 2026

by Kavitha Thiyagarajan

· 2,815 Views

Beyond Request-Response: Architecting Stateful Agentic Chatbots with the Command and State Patterns

Building chatbots with monolithic webhooks leads to messy if/else chains that are hard to maintain and scale. Use the Command Pattern and the State Pattern.

April 13, 2026

by Iyanuoluwa Ajao

· 2,795 Views · 3 Likes

Intent-Driven AI Frontends: AI Assistance to Enterprise Angular Architecture

An Angular application assisted by AI can convert natural language requests into data queries while maintaining complete control over execution and governance.

April 9, 2026

by Lavi Kumar

· 3,569 Views · 1 Like

Designing Docling Studio: Key Architecture Decisions

Architecture decisions behind Docling Studio: a visual inspection layer for Docling. From dual-engine design to Docker packaging.

April 9, 2026

by Pier-Jean MALANDRINO

CORE

· 3,372 Views · 1 Like

Why Queues Don’t Fix Scaling Problems

Queues absorb spikes but not sustained overload. Without backpressure, limits, and monitoring, backlogs grow until systems fail.

April 8, 2026

by David Iyanu Jonathan

· 3,564 Views · 2 Likes

Enterprise Java Applications: A Practical Guide to Securing Enterprise Applications with a Risk-Driven Architecture

A risk-driven security architecture for enterprise Java-based applications, which prioritizes security controls according to the impact of the risk.

April 8, 2026

by Sravan Reddy Kathi

· 3,892 Views · 2 Likes

Ensuring Data Consistency in Distributed Systems With the Transactional Outbox Pattern

Ensure data consistency during dual-writes by saving outgoing events to the database alongside primary data, then using a worker to relay them to a message broker.

April 7, 2026

by Henry Yu

· 3,611 Views · 2 Likes

Run AI Agents Safely With Docker Sandboxes: A Complete Walkthrough

A full walkthrough of how to set up Docker sandboxes on a local machine and how to run AI agents safely in YOLO mode without corrupting the host environment.

April 7, 2026

by Naga Santhosh Reddy Vootukuri

CORE

· 6,882 Views · 3 Likes

TOP-5 Lightweight Linux Distributions for Container Base Images

Choosing a base Linux image for containers is not just about the size. It is also about licensing, compatibility, update cadence, security posture, and support options.

April 7, 2026

by Catherine Edelveis

· 5,051 Views · 4 Likes

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