SDET and QA automation roles — Playwright, Cypress, Selenium, Pytest, k6. The classifier rejects manufacturing-QA and floor-QA roles before they reach the feed. US and remote-friendly.
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QA listings on most boards are dominated by manufacturing-floor QA, supplier-QA, and ISO-9001 compliance roles. Useful for some — useless for software engineers. CleanDeploy's classifier has an explicit MFG-QA gate that detects "manufacturing", "floor", "supplier", "ISO" in the title or description and rejects the posting before scoring.
What stays: SDET, QA Automation Engineer, Test Engineer, QE, Senior Test Engineer, Performance Test Engineer, Quality Engineer (when the posting describes software). Tools that signal a software-side role: Playwright, Cypress, Selenium, Pytest, JUnit, k6, Locust, Postman, REST Assured.