So I know this is old as all hell but the PC being white is actually a plot point. Hard Cock Cafe hires white backpackers. Olivia says it near the beginning. We're white because it's the profile requirements the undercover officer needs.
Does it bother me? Yes. Does it make sense within the context of the story? Also yes. Undercover work sometimes requires very specific visual profiles.