Literally no significant extra effort to download the files and put them with your website. If you fetch them from a CDN with a fixed version you're not getting updates anyway.
Putting them on your website means they are being served from your web server every time, which has a much worse performance penalty (and bandwidth cost) than everything the article mentions. The alternative is pushing it to your own CDN, which is the complexity I was referring to.