2005 Toyota Highlander - Suddenly needs oil

I’d use whatever Toyota recommended in the owner’s manual. Given the age, it’s probably mineral oil and not synthetic. Mineral oil got you this far, it’ll be fine as long as you continue monitoring and changing on a regular and reasonable schedule.