Land! Its The Only Thing That Lasts!

Steve from Cambridge writes about capital gains on land:
Hi Lou,
When selling land that has been gifted by a family member (not inherited), how is the basis for tax established?
I understand the determination of property vs business vs capital gain income, however my question is, will the all the proceeds be taxed since nothing was paid [...]