The interview is in person as they must verify who you are, verify your travel documents and scan your fingerprints into the system
According to this page
https://global-entry.beta.homeoffice...ister-to-apply the interview has to take place at a GE enrollment site in the US or Qatar or Canada which seems odd. Maybe they have changed things and not updated the information site?