And maybe it's dangerous for one to think they're doing engineering when in reality they're doing craft work.

... but it helps tremendously to have a solid computer engineering background since you are (finding and) transforming hard facts of reality into working code. I'd say its a mix of both, you can't just vibecode (or hack together before current times) a properly beautiful design (whatever that means in given instance).