How do you implement parallel test execution in CI/CD to reduce pipeline duration, and what are the key considerations?

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Parallel test execution is one of the most effective ways to reduce pipeline duration. A test suite that takes thirty minutes sequentially can often run in under ten minutes when distributed across multiple workers. However, effective parallelization requires careful planning.