What are the key considerations when designing a highly available distributed configuration store?

Interview question asked to Engineering Managers, Machine Learning Engineers, Software Engineers and other roles interviewing at Carta, Agoda, Swiggy and others: What are the key considerations when designing a highly available distributed configuration store?.