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quality-engineering

quality-engineering

Modern Quality Engineering strategies to scale confidence — from shift-left testing to automation architecture, tooling, and developer-owned quality.

The 5-Point QE Health Check

The 5-Point QE Health Check

When was the last time you took your Quality Engineering pulse? Not your CI/CD metrics. Not the number of test cases in Jira. I’m talking about an honest, five-minute check on whether your QE practice is healthy; or slowly bleeding out behind the scenes. Too often, teams equate

Being the Salmon in a River of Features: The QA Struggle Nobody Sees

Being the Salmon in a River of Features: The QA Struggle Nobody Sees

Some days in Quality Engineering feel like being a salmon in the middle of spawning season; swimming upstream against a relentless current, dodging rocks, avoiding predators, and leaping over waterfalls, all while everyone on the shore is cheering for the fishermen pulling in the catch. It’s a strange feeling

Failure Is Your Fastest Teacher: Lessons from the QA Trenches

Failure Is Your Fastest Teacher: Lessons from the QA Trenches

No one likes to talk about failure. In software engineering; especially in Quality Engineering; we’re supposed to be the ones who prevent failure. We’re the safeguards. The gatekeepers. The ones waving the red flag before things go wrong. So what happens when we fail? What happens when a

Test Automation Didn’t Fail;You Treated It Like a Checklist

Test Automation Didn’t Fail;You Treated It Like a Checklist

Every time I hear someone say, “Automation didn’t work for us,” I have to ask: Did automation fail you; or did you fail automation? The truth is, most teams don’t build automation. They build checklists in code and pray it holds up. The Real Villain: Misguided Automation Goals

If QA Shows Up After Devs Are Done, It's Already Too Late

If QA Shows Up After Devs Are Done, It's Already Too Late

Let’s be blunt: If your QA team is reviewing tickets after development wraps, you're not testing software; you're testing luck. And most teams are running out of it. Despite all the talk of “Shift Left,” many organizations still treat QA as the final checkbox before

You Can’t Test In Quality: Why QE Is About Prevention, Not Detection

You Can’t Test In Quality: Why QE Is About Prevention, Not Detection

“Quality can’t be tested in; it has to be engineered in.” I’ve said this line more times than I can count. Not because it’s catchy; but because it’s the core truth that too many engineering leaders still ignore. When most teams talk about “quality,” what they’

QA Teams of 2030; Embedded, AI-Powered, and Unstoppable

QA Teams of 2030; Embedded, AI-Powered, and Unstoppable

QA Teams of 2030: Forward-Deployed Engineers and the New Quality Paradigm How embedding QA, AI orchestration, and strategic oversight will redefine software quality over the next five years In my recent article, “The Myth of QA’s Demise,” I debunked the idea that quality assurance would be entirely automated out