A/B Testing at Scale: The Experimentation Platform

The companies that test everything do it because their own data showed most confident product ideas fail. This path builds the experimentation machine: randomisation and the plumbing that keeps it honest, the sample ratio check that catches broken experiments, the peeking trap and the sequential designs that fix it, and the advanced layer, CUPED variance reduction and the interference problems where arms contaminate each other.