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It might sound funny, but hockey tape is perfect stuff for the job. Plus, when you take it off, it don't leave a bunch of goop behind to have to remove with Goof Off or similar adhesive remover.
Hockey or grip tape mentioned will do if you want a temporary fix. Stippling or sanding for a permanent fix. The stuff used on truck steps will do too.