React.js API calls to AWS Lambda, API Gateway and dealing with CORS

How to resolve a very frustrating CORS issue with AWS Lambda

If you have ever attempted to make an API call to API Gateway from a browser based web application you would have experienced the heartache of dealing with CORS.