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#Testing

6 articles tagged with "testing"

testingcode-quality

🧟 Mutation Testing: Your 100% Coverage Report Is Lying to You

Code coverage tells you which lines ran. It says nothing about whether your assertions would notice if the logic on those lines were wrong. Mutation testing fixes that by breaking your code on purpose — here's how it works and why your 'green' suite might be a green screen of nothing.

Jul 25, 2026
5 min read
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testingci-cd

🎲 Flaky Tests: Schrödinger's CI Pipeline

A test that passes 9 times out of 10 isn't 90% reliable — it's 100% untrustworthy. Here's how to actually find your flaky tests, prove they're flaky instead of just suspecting it, and quarantine them without quietly deleting your safety net.

Jul 18, 2026
6 min read
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testingmicroservices

🔺 The Test Pyramid Lied to You (Kind Of): Rethinking Test Shape for Microservices

The classic test pyramid assumes one codebase, one deploy, one team. Split that into fifteen services and the shape quietly stops making sense. Here's what actually works when 'integration' means 'a network call to someone else's team.'

Jul 11, 2026
5 min read
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testingmutation testing

🧬 Mutation Testing: Your Tests Pass, But Do They Actually Test Anything?

100% code coverage and a green CI pipeline — yet silent logic bugs still sneak into production. Mutation testing is the brutal honesty your test suite has been avoiding.

Jun 27, 2026
6 min read
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contract-testingmicroservices

🤝 Contract Testing: Stop Praying Your Services Still Speak the Same Language

Your unit tests pass, your integration tests pass, and then production breaks because Service A renamed a field that Service B depended on. Contract testing is the missing layer that catches this before it ships.

Jun 20, 2026
5 min read
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testingbackend

🏭 Test Data: Stop Writing Fixtures, Start Building Factories

Hardcoded fixtures make your tests brittle and your seed files a nightmare to maintain. Factories generate realistic, varied test data on the fly — here's why your test suite needs to make the switch.

Jun 13, 2026
5 min read
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