Are Portuguese and Spanish interchangeable

No. A person who learned Spanish won't be able to understand Portuguese (unless he learned Portuguese separately), and vice versa. Spanish and Portuguese sound quite similar, and many of their Words are the same or very similar; you can notice that they have a common origin. But there are enough differences to cause this situation (that people can't understand one another).