This.
But to clarify, it restricts what level of runes you can apply to the weapon.
The short answer impact-wise is special materials are so expensive and so inhibitive to improving your weapon that you generically don't want to use special material.
You use special materials when you're repeatedly encountering something that warrants its use.
And, there are consumables that can apply some kinds of special materials on a limited basis.