This tutorial guides developers through setting up a new Java Spark project using IntelliJ IDEA, which includes adding the necessary dependencies and creating a simple "Hello World" application that responds to requests at the root URL with a string message. The tutorial also covers how to change the port number for the Spark application and provides suggestions for building more complex projects with Java Spark.