Beyond these basic checks, especially in the Fly phase when experiments are being run at scale, the platform also needs to support: Automation of how experiments are released and ramped up (see Chapter 15 for more detail) Near-real-time monitoring and alerting, to catch bad experiments early Automated detection and shutdown of bad experiments. These increase the safety of the experiments.

