How do I keep a rug from moving?

I have a small area rug (7.5'x5') placed over carpeting between my couches that constantly shifts. The recommended sticky products have not helped. Any ideas? I'm considering using 3 long screws at each end through the layers to the wood floor to secure. They look like round domed brads and would be underneath the furniture out of sight.

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