Big is a highly relative term — you can use https://webpagetest.org to see what icons each browser downloads but it's exceedingly uncommon for a site to be so aggressively optimized that the icons are a substantial amount of what any given browser downloads and the content is non-blocking and trivially cached by a CDN. Almost any site can save at least one order of magnitude more data by removing a single JavaScript dependency.