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What is the most effective approach to testing GraphQL APIs?REST API testing feels natural with pytest + requests, but I'm not sure how to apply the same discipline to GraphQL.…
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How do you validate AI-generated test code before committing it?I've started using AI to generate first-pass test code. The problem: I've caught several subtle bugs in AI-generated…
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Is there a practical upper limit on how long a single automated test should run?We have a handful of E2E tests that take 4–6 minutes each. They cover complex user journeys (onboarding flow,…
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Database testing strategies when your team does not own the database schema?We're an SDET team testing a service that uses a database we don't own — the schema is managed by a platform team and…
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How do you handle timezone-related test failures in a distributed team?We have engineers in India, UK, and US. Our tests occasionally fail due to timezone-dependent logic: - Date range…
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What test metrics do you actually report from CI to Slack or Teams?We want to add test result notifications to our Slack channel after each CI run. Before I build this out I want to know…
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When should you use Playwright component testing vs full E2E tests?Playwright now supports component testing (React/Vue/Svelte) which blurs the line with E2E tests. In practice I'm…
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JSON schema validation — jsonschema vs pydantic vs just asserting against the OpenAPI spec?I need to validate API response structures in pytest tests. Three paths I see: 1. jsonschema — explicit, dict-based…
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Headless vs headed browser testing — when do you run headed locally?Most people run headed during development and headless in CI. But I'm curious about the exceptions: - When do you run…
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pytest-xdist vs pytest-parallel — which is more reliable for parallel test execution?We need to parallelise a 600-test pytest suite. Current serial runtime is ~22 minutes, target is under 8 minutes. I've…
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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 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 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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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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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 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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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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Has your team shifted performance testing left (earlier in the dev cycle)?0 votes · select an option to vote
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How many automated tests does your team currently maintain?0 votes · select an option to vote
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