use double sided tape. It will come off eventually. And drilling depends on the weight you want to hang. If it's light stuff i would use the plastic hooks with the small nails in them. You can usually place it in such a way that the nails are in the grout. Heavy stuff I would drill a hole or use a 1" masonry nail. The nail might work if the joint is wide enough.
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