Ask HN: how to a/b test single page apps

I've been researching tools like optimizely and google optimize and it looks like a/b testing single page apps is more difficult than I thought, especially if you want to give a lot of control to product teams.

Are there any solutions that people have used, either 3rd-party or home-grown approaches, that maintained a good balance between robust testing while allowing non-engineers to implement experiments?