No it's not difficult. It's a little tricky with the fingers at times. You can buy quilling paper which you get in bundles around 3mm wide. You can use a small amount of PVA glue along the edges to stick it to the card.
The black tool to the right is a beginners quilling tool - the top has a groove to place the paper in and you twist it between your fingers to get the swirls started.