How do you design an experiment to evaluate a product change while controlling for seasonality and user behavior biases?

Interview question asked to Data Scientists interviewing at Arm, TripAdvisor, Evernote and other companies. Original question asked: How do you design an experiment to evaluate a product change while controlling for seasonality and user behavior biases?.