Is infinity a quantity? Following the "default definition", quantity stands for the magnitude of countable and reducible things. I mean, in a geometric view, would be like distance, the space between the initial and the final point. When you're counting something, you're presuming that there's a limit and when you reach the limit you'll be known the quantity.
Also, a x quantity of filler stuff fill in a x quantity of fillable things.
For example, two shoes fits in a box, if you increase the quantity of shoes to 3 shoes, it won't fit any more because it crosses the limit, it can also happen in the negative way. The thing is that with you have an infinitely large box, with an infinite amount of shoes in, no matter how many shoes you take off from the box, it won't change nothing. So talking about quantity doesn't make sense any more.