Just buy the complete brake shoe, which includes both the holder and the replaceable brake pad: Shimano 105 5800-L Road Brake Shoe Set Black - Walmart.com

$12/pair, and since these use Shimano's standard brake pad you will not have trouble sourcing either Shimano or aftermarket pads when it is time to replace them.