
Every engineering team wants a reliable test suite. Yet time and time again, the same mistakes creep in — turning what should be a safety net into a maintenance nightmare. Kostis Kapelonis, in his comprehensive deep-dive on the Codepipes Blog, catalogued the most damaging software testing anti-patterns that plague development teams regardless of technology stack.…
Photo: panumas nikhomkhai / Pexels At 3:14 AM on a Tuesday, the pager goes off. The payment gateway is down. Revenue is bleeding by the minute. Everyone with operational access floods the incident channel, and suddenly you have twelve engineers all typing at once — some troubleshooting, others asking for status, and your VP of…

Every development team wants reliable software. But good intentions don’t always translate into good testing practices. Over the years, certain patterns have emerged across organizations — patterns that look like testing on the surface but actually undermine the entire quality assurance effort. These are software testing anti-patterns: habits that feel productive in the moment but…

In the fast-moving world of software testing, staying still is the same as falling behind. New frameworks emerge monthly, automation tools evolve constantly, and the expectations placed on QA professionals grow with every sprint. Yet many testers struggle not because they lack motivation or intelligence, but because they are missing two critical ingredients: structured task…

Every software team writes tests. But not every team writes them well. After spending years in the trenches of enterprise software development, I have seen the same testing mistakes repeated across companies, tech stacks, and continents. These are not subtle edge cases — they are systemic anti-patterns that drain developer productivity, erode trust in the…

Google’s DORA team has expanded its capabilities model for the AI era. Here’s what the new AI-specific capabilities mean for software testing teams — and where you should start.