Parallel execution actually works reliably. When we run our full suite across multiple OS-browser combinations, the time savings are huge. The integration with popular frameworks (Selenium, Appium, Playwright, Cypress) is straightforward, you don’t waste time wrestling with configs. The session dashboard is clean: logs, video, network timelines, console output - all in one place. Debugging flakiness becomes much easier. Being able to run tests on real mobile + desktop devices without maintaining hardware is a massive operational relief. Build insights (pass/fail trends, flaky test detection, failure clustering) help identify problem tests faster. Review collected by and hosted on G2.com.
Occasional device allocation delays during peak hours can slow down CI pipelines. Video playback during debugging sometimes feels slightly laggy for animation-heavy flows. Network logs are useful but could be more detailed for deep investigation. If the suite has many retries, the dashboard can get cluttered without proper naming conventions. Review collected by and hosted on G2.com.
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