glue?

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first post!

i have a pair of brown leather mary-jane type shoes & i wanted to glue some pink polka dot fabric on them. because as it is, i dont wear the shoes now.
has anyone ever done this before? or does anyone know what kind of glue i should use?
thanks a bunch!