While you can find gochujang (Korean red pepper paste) in the Asian section of most major supermarkets these days, the gochugaru might be a bit more elusive.
You can find gochujang and gochugaru (Korean red chile paste and Korean red chili flakes, respectively) at many supermarkets and in Asian markets, or you can purchase them online.