In my journey to improve the design and analysis of A/B tests, I have turned to the literature on observational causal inference. Along the way, I have learned several techniques to level up experiments. These techniques include tests of equivalence and non-inferiority, closed testing procedures, methods for non-compliance, and heterogeneous treatment effects.