Killing Flaky Tests: Reproduce, Quarantine, Fix
A test that fails every time is annoying. A test that fails some of the time is corrosive. The always-failing
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Tag: testing
Property-Based Testing with Hypothesis: Generating Bugs You Never Wrote Tests For
Most tests you have written answer a narrow question: does the code produce the expected output for this one input?
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The Strategy Pattern in Go: Replacing Switch Statements with Interfaces
Every Go codebase has one: that function with a growing switch statement. It starts with two cases — a direct
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Context Done Right: Cancellation, Timeouts, and Propagation in Go
Go’s context package is one of the most frequently used and frequently misunderstood parts of the standard library. It appears
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Test Doubles Demystified: Stubs, Spies, Mocks, and Fakes in Go
Automated tests that hit real databases, live APIs, and production file systems are slow, flaky, and expensive to maintain. The
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The Specification Pattern in Go: Composable Business Rules Without the Spaghetti
Business rules have a nasty habit of multiplying. What starts as a simple if check grows into nested conditionals scattered
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The Strategy Pattern in Practice: Replacing Complex Conditionals with Composable Behaviors
Every codebase has one: a function that started as a simple if/else and grew into a 200-line switch statement with
Stop Guessing Edge Cases: Property-Based Testing in Go and Python
Most unit tests are liars. They pass confidently with a handful of carefully chosen examples, then fail spectacularly in production
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Refactoring Legacy PHP Without Breaking Everything: A Practical Guide
Every senior developer has been there: staring at a 15-year-old PHP codebase that’s held together by global variables, copy-pasted database
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