Priceline.com doesn't charge GST because it only (technically) accepts United States billing addresses. However Canadians can use the site if they are successful in manipulating the billing address so that the computer can authorize the credit card.

Using my MasterCard, I've always been successful with:

Line 1: Street Address
Line 2: City PostalCode Canada
City: Ontario State: California Zip: 99999