Sort of obvious, like dietary differences? They attempt a specific vegan control, but what if you aren't vegan but also dislike the taste of meat? What if you don't have a
diagnosed health condition, but have a family history so you avoid eggs?
This isn't that complicated. Observational studies just have these weaknesses. We're past the point of observation here, as I said, and it's time to try intervention testing.