Testing, Tools, and Frameworks Resources

DevSecOps as a Strategic Imperative for Modern DevOps

DevSecOps embeds security into every stage of development, reducing risk, accelerating delivery, and strengthening both compliance and customer confidence.

December 31, 2025

by Hleb Skuratau

· 1,750 Views

Bias and Shortcut Tests for Vision Models: A Practical Test Suite From Real-World Experiments

High accuracy doesn't guarantee true understanding; your vision model might be riding on backgrounds and noise. Perform these tests before you trust it in the wild.

December 30, 2025

by Sai Teja Erukude

· 4,567 Views

Terraform Type Constraints: Best Practices for Enterprise-Scale AWS

In this article, we discuss how Terraform type constraints make AWS modules safer, more reusable, and catch configuration bugs long before production.

December 29, 2025

by Thiyagarajan Mani Chettier

· 2,160 Views · 2 Likes

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

· 2,168 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

· 19,601 Views · 1 Like

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

· 1,504 Views · 1 Like

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

· 1,122 Views · 1 Like

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

· 2,737 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

· 1,274 Views · 1 Like

Blockchain Use Cases in Test Automation You’ll See Everywhere in 2026

Explore how blockchain transforms test automation in 2026 with secure logs, smart contracts, immutable data, compliance benefits, and industry-wide quality innovations.

December 12, 2025

by Scott Andery

· 1,851 Views · 1 Like

How to Test POST Requests With REST Assured Java for API Testing: Part II

In this second part, learn how to use JSON Files, the Builder design pattern with the Datafaker library in Java, to test a POST API Request with REST Assured.

December 12, 2025

by Faisal Khatri

CORE

· 2,365 Views · 4 Likes

Demystifying Agentic Test Automation for QA Teams

Testing is shifting from brittle scripts to autonomous AI agents that explore your app and find edge cases — QA’s new job is strategy, oversight, and amplification.

December 11, 2025

by John Vester

CORE

· 2,450 Views · 2 Likes

Selenium Testing: A Complete Guide

Learn Selenium testing with this detailed step-by-step tutorial. Understand Selenium's anatomy and how to write a test case.

December 10, 2025

by Oliver Howard

· 1,132 Views · 2 Likes

Streamlining Incident Management with IBM Cloud Logs, Event Notifications, and PagerDuty

Learn faster detection and response: Instead of manually scanning logs, teams get real-time alerts when log patterns indicate a problem.

December 8, 2025

by Pradeep Gopalgowda

· 1,793 Views · 1 Like

Disaster Recovery Testing for DevOps

When we think of Disaster Recovery, we expect instant restoration after deletions, outages, or attacks — but is that really how it works in practice?

December 8, 2025

by Daria Kulikova

· 2,870 Views · 3 Likes

AWS Agentic AI for App Portfolio Modernization

AWS Agentic AI automates and enriches portfolio assessments, fusing business context with technical signals to deliver faster, more consistent modernization decisions.

December 5, 2025

by Subrata Saha

· 4,087 Views · 1 Like

Web App Load Testing Using Maven Plugins for Apache JMeter, and Analyzing the Results

How to perform a complete load-testing with Java Maven and processing the performance metrics through a dedicated POM file

December 2, 2025

by Vincent DABURON

· 8,475 Views · 3 Likes

Introducing the Testing Vial: a (better?) alternative to Testing Diamond and Testing Pyramid

The Testing Pyramid focuses on Unit Tests; the Testing Diamond focuses on Integration Tests; and what about the Testing Vial?

December 1, 2025

by Davide Bellone

· 870 Views · 1 Like

How To Restore a Deleted Branch In Azure DevOps

Deleted an Azure DevOps branch? Recovery is your responsibility. See how to restore branches and why a proper backup strategy is essential when failure strikes.

November 27, 2025

by Milosz Jesis

· 2,143 Views

AWS Airflow vs Step Functions: The Data Engineering Orchestration Dilemma

When you're building data pipelines in AWS, choosing between Managed Airflow and Step Functions isn't just a technical decision — it's a strategic one.

November 27, 2025

by Janani Annur Thiruvengadam

CORE

· 5,727 Views · 2 Likes

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