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Test Parallelization

Medium — good to knowTesting

ELI5 — The Vibe Check

Test Parallelization runs multiple tests at the same time instead of one after another. A test suite that takes 30 minutes sequentially might take 5 minutes across 6 parallel workers. The catch: your tests must be isolated. Shared state + parallel tests = flake city.

Real Talk

Test parallelization distributes test execution across multiple processes, threads, or machines. CI systems support splitting by file, test name, or timing data (Playwright sharding, Jest workers, pytest-xdist). Prerequisites: test isolation, no shared state, idempotent setup/teardown, and sufficient CI resources.

When You'll Hear This

"Parallelizing our test suite across 8 workers cut CI time from 20 minutes to 3." / "We shard Playwright tests across 4 CI jobs using the built-in sharding flag."

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