It can be fun to watch prices a little before and during Prime Day. I've seen quite a few things on my wishlist go up in price the week before, then a "Prime Day Deal" that's higher than the original price was.
Scummy behaviour at best, and illegal at worst.
There's still the possibility of shenanigans with different models that can be overpriced for long so they look like a good deal when they get a normal price