Makefiles are definitely not shell scripts. Individual recipe lines are executed using Bash by default, but you can change this. (Heck you probably could even get away with Python if you really wanted.)

The rest of Make (which is 95% of what's in a Makefile) is its own language, which is actually not too bad for what it's intended for (munging around filenames), and has the flavor of a functional language.