Amazon API Gateway: how to deploy and stage a newly create API

Went through the trouble of creating a new Amazon API gateway and now you seem unable to find where the invoke URL is defined? If yes keep reading.
Even reading the docs it takes a long time if you are not familiar with the confusing Amazon UI.

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