I haven't used a visual programming language, but it's likely a lot harder to build a good visual programming language than a nonvisual one at a given level of expressiveness.

I suspect visual programming is more common than we realize though. I had an acquaintance at Workday who claimed a lot of work was done there in a visual programming language.

Also, arguably website/app builders are a visual programming "language" and they are extremely common.