CMake is a build system that uses files with a .cmake extension to define how software projects should be built. It aims to generalize the build process and improve on limitations of recursive make by using a more extensible design that is easier to read and program with compared to formats like XML. CMake addresses challenges with conditionals, propagation of variables, and recursive make through its overall design approach.