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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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63 discussions
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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 actually stay current with the test automation ecosystem?The ecosystem moves fast — new Playwright releases, pytest plugins, AI testing tools, framework comparisons. I feel…
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How do you handle API rate limiting in automated test suites?Our test suite hits a third-party API (Stripe sandbox) and we occasionally get 429s in CI, causing random test…
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How do you properly clean up database state between pytest tests without killing speed?Our API test suite uses a real PostgreSQL database (Docker, spun up in CI). Each test creates data and we need…
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What is your systematic approach when a test passes locally but fails in CI?This is the most frustrating debugging scenario I encounter regularly. Test passes 100% locally, fails 30–80% in CI. My…
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Systematic approach to fixing StaleElementReferenceException in Selenium?StaleElementReferenceException is the bane of our Selenium suite. We get maybe 20–30 per CI run across 800 tests,…
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Q&ATrending
How do you test email flows in automated tests without a real email inbox?We have several user flows triggered by emails: registration confirmation, password reset, order confirmation. I need…
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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 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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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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Using LLMs to detect flaky test patterns — any practical experience?I had an idea: take our flaky test history (test name, failure messages, stack traces, timestamps) and feed it to an…
884 views31
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What do you actually review in a test code PR — and what do you let slide?Test code reviews on my team are inconsistent. Some reviewers are rigorous (comment on everything), some rubber-stamp…
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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…
935 views31
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What programming skills are actually required to become a strong SDET?I see job descriptions asking for Python OR Java OR JavaScript AND sometimes all three. I'm trying to figure out what I…
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How involved should SDETs be in security testing — and what skills does it require?My company is adding basic security testing requirements. Leadership wants SDETs to own it since we already own…
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Selenium with Python vs Java — which should a new SDET invest in learning?I'm transitioning into an SDET role and trying to decide whether to build depth in Python or Java for Selenium.…
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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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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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Best approach for secrets management for test credentials in CI?We have test credentials (API keys for sandbox environments, DB passwords, OAuth tokens) that need to be available in…
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