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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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Common pitfalls when using pytest-asyncio with FastAPI tests?I'm testing a FastAPI application with pytest-asyncio and httpx.AsyncClient and hitting a few rough edges. Issues I've…
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What prompts work best for generating pytest tests from an OpenAPI spec?I have a FastAPI service with a well-maintained OpenAPI spec (auto-generated by FastAPI). I want to generate a…
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How do you test third-party integrations — mock, sandbox, or contract?We integrate with: Stripe (payments), SendGrid (email), Twilio (SMS), and Segment (analytics). Each has a sandbox/test…
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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 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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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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Strategy for testing APIs that call third-party services — mock, contract, or live?Our payments API calls Stripe, our notifications API calls SendGrid, and our geolocation API calls Google Maps. All…
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Managing test data in pytest — factory pattern, fixtures, or external files?As our API test suite grows I'm realising ad-hoc test data in each test function is a maintenance nightmare. Three…
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Testing microservices — how do you balance service isolation vs full integration tests?We have 8 microservices. Testing strategy question: where do you draw the line between testing each service in…
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Is contract testing with Pact worth the setup cost for a 2-team API boundary?We have two teams: one owns a user service (Python/FastAPI), one owns a frontend (Next.js). The user service API is the…
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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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Which tool is your primary choice for API testing?1 vote · select an option to vote
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REST API testing checklist I have refined over 5 years — share yoursHere's the checklist I run through when writing API tests for a new endpoint. Not exhaustive but covers 90% of what…
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WireMock vs MockServer vs custom mock — what we tried and what we keptWe needed to mock 3 external APIs for our integration test suite. Tried three approaches over 6 months: WireMock -…
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Why I now write integration tests before unit tests — a shift in my testing philosophyI used to follow the orthodox TDD approach: unit tests first, then integration. I've reversed this for most of my work…
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Using observability (logs, metrics, traces) as part of your testing strategyMost testing focuses on the output: did the API return the right response? But I've started treating observability as a…
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