How to Test Background Design Changes Without Killing Your Traffic

https://www.companionlink.com/blog/2026/01/how-white-backgrounds-can-increase-your-conversion-rate-by-up-to-30/

Design teams love bold backgrounds. Product managers love conversion. Engineers fear rollouts