“Thanks to the power of CSS” you just need to install these extensions:

• Adwaita (GNOME 3)
• Adwaita (GNOME 3) scrollbars (this is optional. Makes the scrollbars look more Gnome-ish)

With compliments to mr.doob for revealing me the secret!