As mentioned, it is important to match your material to the right transfer tape. Different brands have different strengths in their stickiness.
If you get a tape that has a strong grip, it might destroy lightweight material. Get a tape with a light grip and you will be frustrated that it isn't picking up more textured material.
Here is a great guide to mix and match your tape with your type of material.