A fast, beginner-friendly guide to system design concepts interviewers and employers actually care about. If you’re starting with system design, the real struggle isn’t complexity. It’s fragmentation. One blog explains CAP. Another explains caching. A third talks about queues—without context. This guide fixes...

TL;DR: If you can test APIs, you can automate entire QA workflows with n8n. No fluff. No glue scripts. Just power. What is n8n? (Explained for Testers, Not Marketers) n8n ("n-eight-n") is an open-source, low-code workflow automation platform that helps you...

If you search “Why is Playwright faster than Selenium?” you’ll find dozens of answers. Most of them are wrong. Playwright is not faster at clicking buttons.A click is a click — browsers don’t magically move faster. So why do...

This article is based on the official GitHub repository and validated ecosystem insights Vibium is not just another browser automation framework. It’s an AI-native automation infrastructure designed for a future where human intent and autonomous agents work together—going far beyond...

Why This Guide Matters (Especially for Testers & Developers) If you’re a QA engineer, SDET, or developer, chances are you’ve been told:“Just push it to GitHub.” Easier said than done, right? Managing code with GitHub can feel overwhelming: Which commands do I run? What...

Why Anti-Patterns Undermine Your Vibe Testing Success Vibe testing—using AI-native frameworks to drive resilient, intent-based automation—promises reduced maintenance and faster releases. Yet hidden beneath the hype are anti-patterns that silently erode pipeline stability, inflate costs, and stall continuous delivery. In this post,...