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Freelance SDET Consulting: What Clients Actually Ask For
Common requests I get from clients looking for test automation consulting.
Month: September 2026
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The Case for Shift-Left Testing in Small Teams
Shift-left testing isn't just for large orgs — here's how small teams can adopt it too.
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Setting Up Test Reporting That Stakeholders Actually Read
Making test reports useful for non-engineers, not just the QA team.
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Contract Testing vs End-to-End Testing: When to Use Each
Understanding where contract testing fits alongside your E2E suite.
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Flaky Test Triage: A Repeatable Process
How to systematically triage and fix flaky tests instead of just re-running them.
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How I Structure a Test Automation Onboarding Doc for New Hires
A template for getting new QA engineers productive fast.
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Kubernetes Browser Grids for Parallel Test Execution
Notes on running a self-hosted Selenium/Playwright grid on Kubernetes.
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Visual Regression Testing: Worth the Setup Cost?
Weighing the pros and cons of visual regression testing for real-world teams.
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API Testing 101: What to Automate First
A prioritization framework for teams just starting their API test automation journey.
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Writing Maintainable Page Object Models That Don’t Rot
Patterns for keeping your Page Object Model layer clean as an app grows.