What is this thing: The Decorative Shoe Clip

I can remember being baffled by these huge, painful earrings as a child so I thought I would take a moment to share what my grandmother revealed to me when I was 8. You use them to decorate your shoes! I've always worried they would leave a dint in the shoe itself, but it is undeniable that there are some pretty fantastic vintage clips floating around.