It's not so bad. I have experience with two slightly different build systems based on CMake, which had to have customized toolchain definitions and build Cairo and WebKit. The Cairo build had a custom backend, which we integrated into Cairo's autotools. Cairo was driven using its autotools via CMake's "superproject" system.