A system for data object compression and reduction includes to implement, in accordance with obtained optimization constraint data, an optimization procedure configured to determine an optimal set of adjustments to a set of data objects that maximizes reduction of both a data set aggregate magnitude and a data link composite magnitude for at least one pair of a plurality of data sources, the optimal set of adjustments including an offset of multiple data objects of data objects of same data object type and opposite polarity, and to store data indicative of the optimal set of adjustments to the set of data objects.