Patent attributes
Methods and systems relating to formulating requests to a commerce management engine for product information may include a synchronization engine that estimates, using error data, future synchronization errors of product information to one or more channels. Each channel has respective product data fields for that channel and the error data relates to a prior synchronization of product information from one or more storefronts to the one or more channels and includes identified errors from the prior synchronization and corresponding corrections for resolving at least a subset of the identified errors. The synchronization may formulate a request, wherein the request requests product information for one or more products of the one or more storefronts for a future product synchronization with the one or more channels and includes a request parameter that is based on the estimated future synchronization errors.