The main reasons face-shape guidance varies between sources, and how to evaluate which advice to trust.
Different Classification Systems
As covered in our population distribution guide, there's no single universally agreed face-shape classification system — some guides use six categories, others eight or ten, which means the same face can be labeled differently depending on which system a given source uses.
Different Underlying Goals
Some guidance is optimized for photography and camera angles, some for in-person daily styling, and some for a specific narrow use case (like bridal hair) — advice that's correct for one context can look like a contradiction when compared to advice written for a different one.
What to Prioritize
Favor guidance that explains its reasoning (why a specific style works, based on your specific measurements) over guidance that only states a conclusion — reasoning lets you judge whether the logic actually applies to your specific proportions, which is the approach every guide on this site is built around.