What is a private label card? A private label credit card is usually a retail store-branded credit card that carries the identify and logo of a certain retailer and features specialized rewards, bargains, or Rewards to incentivize purchaser loyalty. Issuing a private-label credit card by partnering with money institutions is prevalent amid stores.