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How do you integrate performance tests into CI without bloating build time?We want to add k6 performance tests to our CI pipeline but our PR pipeline is already 12 minutes and I don't want to…
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97 discussions
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How granular is your test tagging strategy and does it actually get used?We use pytest marks for test organisation: @pytest.mark.slow, @pytest.mark.integration, @pytest.mark.smoke. In theory:…
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How do you handle auth token refresh in long-running API test suites?Our auth tokens expire after 1 hour. Most CI runs complete in 30–40 minutes so it's fine, but nightly full-suite runs…
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How do you use pytest.mark.parametrize with complex nested data structures?I need to parametrize a test with inputs that are dictionaries containing lists, some optional keys, and some keys that…
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Best approach for testing file downloads in Playwright?I need to test that a CSV export button downloads the correct file with the right data. Our app generates the file…
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How do you prevent pytest fixture scope mismatches from causing silent test pollution?We had a bug where a function-scoped test was accidentally using a session-scoped fixture that mutated shared state.…
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How do you test file uploads reliably in Playwright across different OS environments?File uploads work fine locally (macOS) but fail intermittently in our Linux CI containers. We're using…
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Playwright + TypeScript strict mode — how do you type Page Object Models properly?I'm building a Page Object Model layer with TypeScript strict mode enabled and running into issues typing things…
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How do you test WebSocket connections reliably in Playwright?We have a real-time dashboard that uses WebSockets and I'm struggling to write reliable tests for it. The main…
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How do you handle multiple authenticated user roles in a single Playwright test?I'm writing a test for an admin action that should be visible to admins but hidden from regular users. The test needs…
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Is test.step() worth using in Playwright? What does it actually give you?I see test.step() mentioned in Playwright docs but I'm not clear on when it's worth the extra nesting. From what I…
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The AI Papers That Changed EverythingMost important AI research papers ever published that belong on every engineer’s bookshelf.
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Best practices for organizing pytest fixtures in large test suites?I'm working on a fairly large test project (~500 tests across 3 microservices) and our conftest.py files are getting…
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Playwright vs Cypress in 2026 — which would you pick for a greenfield project?Starting a new web app project next month and we're deciding between Playwright and Cypress for E2E. The app is a React…
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My journey from manual QA to SDET — what actually made the differenceThree years ago I was doing entirely manual testing — exploratory testing, test case execution in Jira, bug reports.…
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How are you handling flaky tests in your CI/CD pipeline?Flaky tests are killing our team's confidence in the test suite. We're seeing around 8–12% flake rate on our Playwright…
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