Is affiliate marketing actually a viable business?

I keep seeing everyone online talking about affiliate marketing like it's some easy way to get rich quick. It sounds simple enough to just promote stuff and collect a check, but I wonder how much competition there actually is. Has anyone here actually made a consistent living doing this?