The CLI tools, SDK libraries, and infrastructure-as-code frameworks are all there, with various levels of convenience. This is not how you would go about setting up non-trivial infrastructure if you were serious about it.

That said, if you can't understand what they are doing with the console, you would understand the equivalent CloudFormation file even less because you probably don't have the mental model of all the moving pieces interacting.