I have a FastAPI service with a well-maintained OpenAPI spec (auto-generated by FastAPI). I want to generate a…
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I have a FastAPI service with a well-maintained OpenAPI spec (auto-generated by FastAPI). I want to generate a…
We have 8 microservices. Testing strategy question: where do you draw the line between testing each service in…
Theoretically we should test Chrome, Firefox, Safari, Edge. In practice: - Chrome is 65% of our user base - Safari is…
Our flake rate is ~4% per test in CI (down from 9% after a big cleanup push). With 800 tests that means ~32 flaky…
I'm transitioning into an SDET role and trying to decide whether to build depth in Python or Java for Selenium.…
We want to add visual regression tests for our design system components (50+ components) and a few key pages. Tools…
We're moving off Jenkins and evaluating GitHub Actions vs GitLab CI (we're already on GitLab for source control). For…
My company is adding basic security testing requirements. Leadership wants SDETs to own it since we already own…
We have several user flows triggered by emails: registration confirmation, password reset, order confirmation. I need…
I'm testing a FastAPI application with pytest-asyncio and httpx.AsyncClient and hitting a few rough edges. Issues I've…
Test code reviews on my team are inconsistent. Some reviewers are rigorous (comment on everything), some rubber-stamp…
Most AI test generation demos show the happy path: given a function, generate a test skeleton. I've seen this work OK.…
We integrate with: Stripe (payments), SendGrid (email), Twilio (SMS), and Segment (analytics). Each has a sandbox/test…
Our payments API calls Stripe, our notifications API calls SendGrid, and our geolocation API calls Google Maps. All…
Our Playwright suite has 200+ tests and login takes 3–4 seconds each time. Running everything serially we're losing ~15…
We have two teams: one owns a user service (Python/FastAPI), one owns a frontend (Next.js). The user service API is the…
We want to add accessibility testing to our suite. We have a React app with ~60 pages. Current thinking: - axe-core +…
The ecosystem moves fast — new Playwright releases, pytest plugins, AI testing tools, framework comparisons. I feel…
We have two camps on our team: Camp A (shared environment): Tests run against a shared staging server. Fast to set up,…
StaleElementReferenceException is the bane of our Selenium suite. We get maybe 20–30 per CI run across 800 tests,…