Testing, Deployment, and Maintenance Resources

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

· 4,098 Views · 5 Likes

Implementing Security-First CI/CD: A Hands-On Guide to DevSecOps Automation

This guide shows how to build a secure CI/CD pipeline with early scanning, policy-as-code, SBOMs, zero trust, and safe AI-driven remediation in DevSecOps.

April 28, 2026

by Boris Zaikin

CORE

· 2,491 Views

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

· 2,503 Views · 2 Likes

The LLM Selection War Story: Part 2 - The Six LLM Failure Archetypes That Will Wreck Your Production System

Benchmarks test success. Production tests failure. Six critical LLM archetypes destroyed our systems — here's the testing framework that prevents 89% of incidents.

April 27, 2026

by Dinesh Elumalai

CORE

· 2,669 Views

Beyond Caching: Content Delivery Networks

How CDNs boost speed, security, and scalability. A guide for software engineers, professionals, and architects exploring modern web delivery.

April 27, 2026

by Ammar Husain

CORE

· 1,899 Views

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

· 2,311 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

· 1,890 Views

AWS vs GCP Security: Best Practices for Protecting Infrastructure, Data, and Networks

A practical guide to securing AWS and GCP using IAM, encryption, network controls, and continuous monitoring to help improve resilience on the cloud.

April 24, 2026

by Kadir Arslan

· 2,517 Views

Why AI-Assisted Development Is Raising the Value of E2E Testing

AI-assisted coding increases change velocity and regression risk. That makes stronger E2E coverage for critical flows more important.

April 23, 2026

by Satyam Nikhra

· 2,448 Views · 2 Likes

Gemini + Veo: A Deep Dive into Google’s High-Fidelity Video Generation Pipeline

A deep dive into Google's video generation stack, combining Gemini's reasoning with Veo's cinematic 1080p video production pipeline.

April 23, 2026

by Jubin Abhishek Soni

CORE

· 2,225 Views

Advantages of Independent Testing in Comparison with Traditional QA Methods

Traditional QA brings risks like bias, poor scalability, and inconsistency. Independent QA reduces them with objective testing, expertise, and efficient methods.

April 23, 2026

by Pavel Novik

· 1,885 Views

The LLM Selection War Story: Part 1 - Why Your Model Selection Process is Fundamentally Broken

Benchmark scores predicted our LLM would succeed. It failed spectacularly. Here's why 92% vs 89% means nothing and what metrics actually matter in production.

April 23, 2026

by Dinesh Elumalai

CORE

· 2,672 Views

Observability on the Edge With OTel and FluentBit

Master edge observability with OTel and Fluent Bit, leveraging tail sampling, persistent queues, and footprint optimization.

April 23, 2026

by Graziano Casto

CORE

· 2,575 Views

CI/CD Integration: Running Playwright on GitHub Actions: The Definitive Automation Blueprint

Learn how to automate Playwright tests on GitHub Actions for faster, more reliable CI/CD pipelines and consistent test execution.

April 23, 2026

by Priti Gaikwad

· 2,140 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

· 2,141 Views · 1 Like

Revolutionizing Scaled Agile Frameworks with AI, MuleSoft, and AWS: An Insider’s Perspective

AI + MuleSoft + AWS enhance SAFe with automated insights, better integration, and smarter DevOps—guided by human judgment.

April 22, 2026

by Abhijit Roy

· 2,502 Views

The Rollback Problem: Implementing Transactional Boundaries in Agentic Loops

Learn how to leverage the Saga pattern, sandboxes, and idempotent tooling to define transactional boundaries and prevent failure loops in AI agents.

April 22, 2026

by Sidhesh Badrinarayan

· 1,994 Views

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

· 5,224 Views · 5 Likes

AWS Bedrock: The Future of Enterprise AI

Amazon Bedrock simplifies enterprise AI with multi-model access, built-in security, RAG, and scalable, no-infrastructure deployment.

April 21, 2026

by Subrahmanyam Katta

· 4,609 Views · 2 Likes

Demystifying Intelligent Integration: AI and ML in Hybrid Clouds

AI and ML are transforming hybrid clouds with edge intelligence, federated learning, and explainable, scalable integration.

April 21, 2026

by Abhijit Roy

· 3,271 Views

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