Abstract: A method and apparatus for fraud detection during transactions using identity graphs are described. A method includes receiving, at a commerce platform system, a transaction from a user having initial transaction attributes and transaction data. The method also includes determining, by the commerce platform system, an identity associated with the user associated with additional transaction attributes not received with the transaction. Furthermore, the method includes accessing a feature set associated with the initial transaction attributes and the additional transaction attributes that includes machine learning (ML) model features for detecting transaction fraud.

Abstract: A method and apparatus for fraud detection during transactions using identity graphs are described. The method may include receiving, at a commerce platform system, a transaction from a user having initial transaction attributes and transaction data. The method may also include determining, by the commerce platform system, an identity associated with the user, wherein the identity is associated with additional transaction attributes not received with the transaction. Furthermore, the method may include accessing, by the commerce platform system, a feature set associated with the initial transaction attributes and the additional transaction attributes, wherein the feature set comprises machine learning (ML) model features for detecting transaction fraud.

Abstract: In some embodiments, a method comprises: receiving update data from a data source, the update data being part of a data feed from the data source; in response to receiving the update data from the data source, storing the update data in a data buffer; transmitting the update data from the data buffer to a data transformer, the data transformer being configured to transform the update data and to transmit the transformed update data to an online service, the update data being continued to be stored in the data buffer subsequent to the transmitting of the update data to the data transformer; receiving a request for retransmission of the update data from the data buffer to the data transformer, and in response to the request for retransmission, retransmitting the update data from the data buffer to the data transformer.

Abstract: In some embodiments, a method comprises: receiving update data from a data source, the update data being part of a data feed from the data source; in response to receiving the update data from the data source, storing the update data in a data buffer; transmitting the update data from the data buffer to a data transformer, the data transformer being configured to transform the update data and to transmit the transformed update data to an online service, the update data being continued to be stored in the data buffer subsequent to the transmitting of the update data to the data transformer; receiving a request for retransmission of the update data from the data buffer to the data transformer, and in response to the request for retransmission, retransmitting the update data from the data buffer to the data transformer.