QA Automation1 min read

Parallel Sharding Playwright Suites in CI Without Flaky Lottery

By Priyatham Rama Sai

Even splits by file count starve some workers while others idle when spec times vary wildly. Sharding by historical duration halved wall-clock time on a commerce client’s regression without new hardware.

Data-driven split

Capture per-spec duration from last N runs. Rebalance shards when suites grow — quarterly is enough for most teams.

Isolation

Workers need unique auth, storage, or API keys so parallel runs do not step on each other — flakiness returns if you only parallelize blindly.

CI integration

Expose shard index and total to runners. Fail fast on infrastructure errors vs test failures — retry policies differ.

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