A/B experimentation is a key approach to managing risks in product development.Spotify's experimentation platform, Confidence, utilizes decision rules to guide product decisions.Decision rules provide standardized analysis and democratize experiment results.Implementing null hypothesis significance testing helps minimize errors in decision-making.