Coffee scrubs while pregnant?

Coming up 39 weeks pregnant and I was just wondering if anyone knows if its ok to use coffee scrubs in the shower? I know you can’t drink caffeine but would my skin absorb any of it and it affect baby?

Here’s the ingredients if that helps?

Sorry this might be such a silly question 🤔