I'm not sure they necessarily need to know it cold at the start, but they do need to have access to someone who knows the business cold, and they need to care a lot and be willing to dive into the business details.
Understanding the domain is mission critical for projects. As the lead/architect/PO/... You need to balance what stakeholder say and what the really need. You can not get that, if you do not know the domain.