All of this has been possible for decades (eg cross compile C++), but Go is the first mainstream compiled-to-native language that I know that makes it easy. Thanks to this, I can run many utilities written in Go on my Windows box, written mostly by people who likely never even tested in on Windows. That's pretty amazing to me.
People just drop a Windows binary on GitHub and think "I'll get the PR if stuff doesn't work". They'd never do that if it cost them effort to cross build a Windows binary. People didn't do that before Go, and many modern OSS command line utilities / server apps only worked on unixes.