Google and Facebook also have personal information about users which a self-hosted / privacy respecting solution inherently doesn't, such as gender, age, "likes

Google and Facebook also have personal information about users which a self-hosted / privacy respecting solution inherently doesn't, such as gender, age, "likes", etc. I haven't used these analytics platforms myself, so I don't know how much of such data they reveal to customers.