We present various lessons learned from building systems to apply refactoring tools – both libTooling-based and others – on a large scale. The motivating example is the real-world use case of automating the retirement of runtime feature toggles from C++ code. We will use this example to derive some of our design constraints for the large-scale refactoring system, and will also discuss some of the various challenges we faced using the libTooling refactoring interface.