In Canada I use and love apple saddlery.com !
Their shipping is the most affordable and their prices are slightly lower than most tack stores!
I like Hope Valley Saddlery, they have many great products and their discounts are huge! :)
www.horse.com I don't know if it's the cheapest, but the best and safest it is! :)