Testing, Deployment, and Maintenance Resources

Decoupling Azure Releases With GitHub Actions

Decouple build artifacts from deployment using GitHub Actions and JSON config maps to prevent drift and enable safe, automated Azure deployments.

December 25, 2025

by Dippu Kumar Singh

· 2,214 Views · 1 Like

A Principled Framework for Scalable Experimentation and Reliable A/B Testing

Scalable experimentation framework enabling rigorous A/B testing, reliable metrics, and data-driven decisions across engineering teams.

December 25, 2025

by Sayantan Ghosh

· 19,658 Views · 1 Like

Autonomous Pipelines: Transforming CI/CD With Full Automation

The future of CI/CD is about moving beyond simple automation to truly intelligent, autonomous systems and code flows that flow seamlessly and safely to production.

December 25, 2025

by Lakshmi Prasad Rongali

· 2,069 Views · 2 Likes

Penetration Testing Strategy: How to Make Your Tests Practical, Repeatable, and Risk-Reducing

Learn how to build a repeatable, risk-aligned penetration testing strategy that improves security outcomes, speeds remediation, and supports engineering teams.

December 24, 2025

by Ava Stratton

· 1,554 Views · 1 Like

Implementing Automated Validation and Anomaly Detection

Ensure high-quality data in large-scale pipelines with automated validation, anomaly detection, and scalable frameworks that maintain accuracy and consistency.

December 23, 2025

by Venkataram Poosapati

· 2,143 Views · 1 Like

Blockchain + AI Integration: The Architecture Nobody's Talking About

Blockchain-AI integration demands new architectures: off-chain computation with on-chain verification, solving trust issues in decentralized intelligent systems.

December 23, 2025

by Dinesh Elumalai

CORE

· 3,559 Views · 2 Likes

Defect Report in Software Testing: Best Practices for QA and Developers

In this blog, we will understand what a defect report is, why it is important in software testing, and how to write a clear and effective defect report.

December 22, 2025

by Yogesh Solanki

· 1,143 Views · 1 Like

Cloud Migration of Microservices: Strategy, Risks, and Best Practices

Learn about strategies, best practices, and risks for migrating microservices to the cloud using 6R/7R models, Kubernetes, CI/CD, and DevSecOps.

December 19, 2025

by Olha Krasnozhon

· 2,649 Views · 2 Likes

Rethinking QA: From DevOps to Platform Engineering and SRE

A wake‑up call for QA to upskill for platform engineering and SRE, including cloud‑native practices, automation mastery, and system reliability at scale.

December 19, 2025

by Nidhi Sharma

· 4,026 Views · 5 Likes

Kubernetes 101: Understanding the Foundation and Getting Started

Learn when Kubernetes truly solves your problems versus when it adds unnecessary complexity — and get hands-on with both local and production cluster setup.

December 19, 2025

by Muhammad Sarwar

· 3,657 Views · 3 Likes

End-to-End Test Automation With Playwright, GitHub Page, and Allure Reports

Learn how to build a modern test automation pipeline with Playwright, GitHub Actions, and Allure Reports for reliable, scalable web app testing.

December 19, 2025

by Kailash Pathak

CORE

· 2,809 Views · 1 Like

Looking at the Evolving Landscape of ITSM Through the Lens of AI

Elevating the ITSM Experience with Intelligent Workflows, Predictive Insights, and Autonomous Service Experiences for Smarter IT Operations.

December 18, 2025

by Atish Kumar Dash

· 1,395 Views · 1 Like

Building AI Agents Using Docker cagent and GitHub Models

This article discusses the power of quickly building AI agents using the Docker cagent framework, along with integrating GitHub Models to avoid vendor lock-in.

December 18, 2025

by Naga Santhosh Reddy Vootukuri

CORE

· 3,011 Views · 1 Like

Infrastructure as Code: How Automation Evolved to Power AI Workloads

Learn about how Infrastructure as Code progressed in 2025 and how it helped automation, particularly for provisioning AI infrastructure.

December 18, 2025

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 2,332 Views · 3 Likes

CMDB vs. IT Asset Management: Why Confusing Them Can Break Your IT Operations

Why mixing up CMDB and IT Asset Management can quietly cripple IT operations, and how to get them working together with true, frictionless alignment.

December 17, 2025

by Atish Kumar Dash

· 1,933 Views · 1 Like

The Importance of Critical Thinking in Software Testing

Explore the reasons why critical thinking is important in software testing and learn practical tips to strengthen and apply them effectively.

December 17, 2025

by Faisal Khatri

CORE

· 1,329 Views · 1 Like

What Apple’s Native Containers Mean for Docker Users

Run Linux containers natively on macOS 26. Apple’s new runtime removes Docker’s background VM for faster startups, tighter security, and smoother networking.

December 16, 2025

by Sylvain Kalache

· 8,390 Views · 4 Likes

Escaping the "Excel Trap": Building an AI-Assisted ETL Pipeline Without a Data Team

Escape Excel silos. Use GitHub Copilot to generate Python pipelines that transform static spreadsheets into dynamic dashboards without manual coding.

December 15, 2025

by Dippu Kumar Singh

· 2,244 Views

From Metrics to Action: Adding AI Recommendations to Your SaaS App

Learn how to add AI recommendations to your SaaS app, turning telemetry data into actionable insights for smarter DevOps decisions.

December 15, 2025

by Vasanthi Jangala Naga

· 1,450 Views

2026 IaC Predictions: The Year Infrastructure Finally Grows Up

Learn about the top 2026 cloud predictions, from AI-generated IaC to automated fixes and faster recovery, helping teams stay in control as automation grows.

December 15, 2025

by Aharon Twizer

· 2,031 Views

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