Thanks for all the replies. A heavier or stronger fabric is definitely safer, but they don't come in as many adorable cat and dog prints.
Interfacing is probably the way to go if I want to use the fabric I have in mind. The other thing I could do is use canvas and then applique a design on it. Then the only tricky part is coming up with the applique design.