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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.

Testing Is the Tax You Pay for Bad Architecture

Testing Is the Tax You Pay for Bad Architecture

When teams complain about “too many tests,” “slow regressions,” or “flaky automation,” they’re often missing the point. Testing isn’t the problem; it’s the invoice. Testing is the tax you pay for bad architecture. And just like taxes, the rate goes up the more disorganized your system becomes.

Why “Regression” No Longer Means What You Think It Does

Why “Regression” No Longer Means What You Think It Does

For years, “regression testing” was sacred. It meant stability. Predictability. The comforting illusion that if you ran the same tests you ran last release, you were somehow protecting quality. But the truth is; regression no longer means what you think it does. In fact, if your team is still talking

How to Reset a Burned-Out QA Team That’s Lost Trust with Devs

How to Reset a Burned-Out QA Team That’s Lost Trust with Devs

It doesn’t start with a blown release. It starts with eye rolls. Developers stop tagging QA early. QA stops raising bugs in Slack because “no one listens anyway.” Every stand-up turns into passive status updates, not collaboration. By the time leadership notices, it’s not just the product that’

Scaling QA Like a Product: Roadmaps, Metrics, and OKR

Scaling QA Like a Product: Roadmaps, Metrics, and OKR

In many organizations the QA (Quality Assurance) function is still viewed as a cost-center, a reactive gatekeeper who comes in at the end of a sprint and says “Here are the bugs.” But as the scope, speed and complexity of product delivery grows, QA must evolve into a product-oriented organization

The Bug Rating Matrix: A Simple System for P0–P3 Prioritization

The Bug Rating Matrix: A Simple System for P0–P3 Prioritization

If you’ve ever sat in a bug triage meeting debating whether something is critical or just annoying, you already know the problem: without a shared rubric, priority labels become subjective. One engineer says “blocker,” a tester says “cosmetic,” and suddenly release confidence drops into a black hole. That’s

QA Isn’t Dead - But It Could Be If We Quit the Fight

QA Isn’t Dead - But It Could Be If We Quit the Fight

The truth is obvious to anyone in QA right now: this is the toughest job market we’ve seen in decades. Roles are scarce. Requisitions vanish mid-process. Recruiters ghost. Entire teams are laid off under the banner of “AI efficiency.” And when jobs do appear, they attract hundreds - sometimes

From Selenium to Playwright: A Safe and Scalable Migration Blueprint for Modern QA

From Selenium to Playwright: A Safe and Scalable Migration Blueprint for Modern QA

For a decade, Selenium was the undisputed standard for UI test automation. It powered thousands of QA organizations, from scrappy startups to global enterprises. But what carried us through the 2010s has become the anchor of the 2020s. Scaling Selenium today feels like running a marathon in ankle weights: slow