How Do You Decide Whether a Trading Rule Is Essential or Merely Convenient?

Some rules protect the underlying logic of a strategy, while others may simply make the process easier to follow. How do you identify the difference? Would you remove a rule that complicates execution if testing showed that it had no meaningful effect on performance?