Very true. I'm a Mortgage Loan Officer by trade, doing a transaction for a client in Colorado right now. Her taxes are ~$2000 or so on a $500,000 house.
Compared to my ~$4000 tax bill on my $250,000 house.
You can dispute the bill and apply for exemptions that are applicable to you, but it doesn't help much.