How do you pick between using a non-relational or relational Database?

Most tutorials pick a non-relational database or a document-oriented database, like Mongo. Hardly any tutorials I stumble across ever use a relational DB for a full-stack tutorial. It may be partially because it's a tutorial, and the tutorials I see are mostly invested in everything besides how the data is stored...