Remove filter parameter from Link URL

I found by scanning my website with tools like ryte.com, that i has over 48k Sites / Links.

I only created like maby 25 Websites. After searching for the issue, i found out the the category pages, wich have filters like, price, color, size, that they the reason why i got so many urls.

Here in the screenshot, its really good to see. The URL is amaoni.de/shop/hundebetten and actually it's correct if the shop generates the parameters when someone is using the filter, but how can i prevent that they're not getting indexed by google? Till now, i got a no index on the whole site, because it's not finished, so all the urls are not crawled, but i will have the problem, when i go live.

Is there a way to remove the filter paramaters from the URL or is there another way to tell google to ignore those parameters?