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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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Playwright trace viewer completely changed how I debug failing CI testsBefore trace viewer, debugging a CI failure meant adding console.log, pushing, waiting 8 minutes for CI, repeat.…
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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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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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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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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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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…
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How I structure conftest.py files across a large monorepo — the pattern that worksAfter three rewrites, here's the conftest.py structure that finally works for our monorepo (4 services, ~800 tests):…
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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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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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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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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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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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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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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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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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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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Shared test environments vs per-test isolation — how do you decide?We have two camps on our team: Camp A (shared environment): Tests run against a shared staging server. Fast to set up,…
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