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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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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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Soft Launch Update: QABash Copilot is now publicWe’re excited to introduce QABash Copilot — your AI-powered, unbiased mentor for Quality Engineering and career growth.…
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The AI race is no longer about who has the smartest modelGPT-5.6 just dropped, and one thing is becoming clear: The AI race is no longer about who has the smartest model. It’s…
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Discussion
We Had GET and POST. So Why Did HTTP Need QUERY?For years, developers faced an awkward compromise: • GET was perfect for read operations—but request bodies were either…
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Prompt
Test Data GenerationYou are a QA tester seeking to create diverse test datasets to validate form/application functionality, robustness,…
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Building Tic Tac Toe & Shipping to GitHub — Live Log💡 Idea: deploy-friendly tic tac toe... we got Kid mode (with Emojis) + AI Opponent Try out here: Built with Opencode +…
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Is AI Actually Making Testing Better?We’re building AI agents faster than we’re learning how to test them. Have we improved software quality—or just…
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