BeginnerGetting into QA
How to get into QA in 2026
A practical, no-bootcamp path into software quality engineering — what to learn, in what order, and how to get your first role.
14 min readRead the guide →
Join the hood ↗
A community for software testers — now recruiting
Testing is lonely.It doesn't have to be.Welcome to the hood.
Testerhood is where testers grow together — a 30-day onboarding game, a hands-on tool lab, interactive lessons, honest tool reviews, and people who speak fluent bug report.
// inside the hood
One neighborhood, six front doors.
The GamePlay your first 30 days as a QA engineer — mentor included.The QA LabSix real tools, simulated: API console, SQL, network tab, logs, locators, terminal.LessonsInteractive, Brilliant-style lessons — tap, answer, learn by doing.The GuidebookStructured written guides from first test plan to org-wide strategy.ReviewsIndependent tool reviews and head-to-heads. No marketing, no affiliate spin.The CommunityPeople who speak fluent bug report. Quiet, practical, zero gatekeeping.
// choose your path
Wherever you are with QA, there's a way in.
This site serves three stages of a quality-engineering career. Pick the one that sounds like you.
New to QA
“I want in, but I don’t know what to learn first.”
Start with the fundamentals — what the job really is, and the skills that actually get you hired.
Start the basics→Growing in QA“I know the basics — now make me good.”
API testing, automation, CI/CD, and test strategy that holds up once it meets production.
Level up→Advanced quality“Show me the hard, current stuff.”
Evals, AI-assisted testing, and designing quality strategy for a whole organization.
Go deeper→// the guidebook
Open the Guidebook →A real path, not a reading list.
Ordered, opinionated guides built from production experience — so you always know what to learn next.
BeginnerGetting into QA
What a QA engineer actually does all day
Beyond the job title: the real week-to-week work of a quality engineer, from refinement to release — and how it shifts as you get more senior.
10 min readRead the guide →
IntermediateAPI testing
The API testing roadmap
A structured path from 'what is an API' to confident contract and integration testing — the skills, the order, and where tools fit in.
16 min readRead the guide →
// reviews & comparisons
All reviews →Tool reviews that pick a side.
Honest, independent comparisons of the tools QA and engineering teams actually ship with — scored, opinionated, and updated as the tools change.
FLAGSHIPSeleniumvsPlaywright
Selenium vs Playwright: which one should you actually pick in 2026?
For new projects, Playwright wins on speed, reliability, and DX. Selenium still wins when you need cross-language support across legacy enterprise stacks.
Read the comparison→VSTestingC ★ 4.4·P ★ 4.9
Cypress vs Playwright: end-to-end testing in 2026
Cypress is the friendlier developer-experience for a single web app. Playwright is the better choice for multi-domain, multi-context, or cross-browser flows.
CypressvsPlaywright
Best for › Web teams who need real cross-browser coverage and parallelism without paying for a SaaS dashboard.
·1 min
Read →REVIEWTesting★ 4.6
The best test-automation tools in 2026: a working shortlist
Most teams need three tools, not one: a browser tool (Playwright or Cypress), a mobile tool (Appium or Detox), and an API/contract tool (Pact or RestAssured).
PlaywrightvsCypressvsSeleniumvsWebdriverIOvsAppium
Best for › Engineering leads picking a default stack for the next 18 months.
·1 min
Read →REVIEWTesting★ 4.3
The best API testing tools: Postman, Insomnia, Bruno, and the JVM heavyweights
Postman remains the default for most teams. Bruno is the credible open-source alternative if you want collections in git and no telemetry. RestAssured stays the JVM standard.
PostmanvsInsomniavsBrunovsRestAssured
Best for › QA engineers picking a tool that the whole team will actually use, not just shelve.
·2 min
Read →// the standard
What makes a review here worth trusting.
01
A verdict, every time
Every review and comparison commits to a recommendation — with the scores, the trade-offs, and where it would lose.
02
Written from production
Notes from a decade of shipping and breaking real systems. Not vendor decks, not borrowed takes.
03
Signal over noise
No hype cycles and no sponsored verdicts — just what holds up once real users arrive.
// community
A quiet room for serious quality work.
A small Stoat channel for QA and AI engineers who like their discussion practical and low-volume — tooling deep-dives, eval strategy, and honest answers about doing quality work in the AI era. No noise, no growth-hacking. Just useful.
- · Tooling deep-dives
- · Eval & testing strategy
- · Career questions, answered straight
// follow the work
Most of these ideas start on LinkedIn.
I post short, practical takes on testing tools, evals, and quality a few times a week. The ones worth keeping grow into the reviews and essays here — so following is the easiest way to get the thinking as it forms.
- Testing tools
- Evals
- Test automation
- AI quality
- QA careers
// writing
All articles →Latest writing
AI/MLEngineering
How AI is Changing the QA Engineer Role
A deep look at how AI tools are reshaping quality engineering — and why the skill of breaking systems is more valuable than ever.
·2 min
Read →EngineeringAI/ML
Building a Self-Testing Agent in Python
Step by step: building a software agent that writes its own test cases, runs them, and learns from failure.
·2 min
Read →ScrumProduct
Scrum in the Age of AI Tools
How Scrum teams adapt to the wave of AI tooling without losing the rhythm of collaboration.
·2 min
Read →