"Can we scrape reviews from sites and use it for our own affiliate sites?"

If you can it will be explicitly allowed in the Affiliate center and in the TOS. If not - then you'd be stepping on uncertain ground!

I heard that this is OK for Amazon but you'd need to check for yourself.

:-)