Ive uploaded the Splunk tutorial data successfully into my Splunk enterprise instance. There is also a prices.csv.zip. Do I upload that file the exact same way as the tutorialdata.zip?
No, that is a lookup data. Here https://docs.splunk.com/Documentation/Splunk/8.2.4/SearchTutorial/Usefieldlookups is instructions how to upload and use it.