How to select the most appropriate DB for your project?

Hi This is the most basic question which all of us face when we design a new application. Which database to select. What are some of the points/trade offs to consider while finalizing DB? Also when to consider SQl vs NoSql DB? How do you know if your application requires graph DB and what are trade offs while selecting Graph DB?