Decreasing a volume of data transfer over a network may commence with collecting a plurality of datasets having subscriber data. The method may continue with classifying data fields of each dataset of the plurality of datasets into low frequency change data and high frequency change data based on predetermined criteria. The method may further include combining a plurality of consecutive datasets of the plurality of datasets into a combination dataset. The combination dataset may include the low frequency change data and aggregated high frequency change data from the plurality of consecutive datasets. The method may continue with providing the combination dataset to a data processing node.