Redbubble is an online marketplace with 10 million monthly visits based in Melbourne that has 4 engineering teams deploying updates up to 12 times per day. They test assumptions through A/B testing new experiences and features, like offering free shipping for a week which resulted in a $3500 loss but $50,000 saved, or adding a "fake door" for Amazon Payments only that increased conversions by 8%. The key is to isolate changes, measure impacts on the user funnel, and establish causal relationships between tests and outcomes.