Systems and methods are provided for propagating adjustment across channels of multi-dimensional data. Multi-dimensional data can be stored in a database, the multi-dimensional data including at least a channel dimension with a plurality of channel members and a product dimension with a plurality of product members. Return input including a first number and fulfilment input including a second number can be received about a first product member. A display can be dynamically generated for one or more cross-sections of data between the first product member and multiple of the channel members, wherein the first number and second number are propagated to intersections of the first product member and the multiple channel members by dynamically adjusting inventory data or sales data based on the first number and the second number.