How do you settle design debates with data?

Our team is stuck in endless debates about our checkout page design. Some want a single-page flow, others insist a multi-step process converts better. We're just going in circles with opinions. How do other teams make these decisions objectively? Is there a way to test this properly without rebuilding everything multiple times?