This document describes Yahoo's attribution framework for efficiently performing sparse joins on massive data to attribute display ad impressions and clicks to the serving events. The key challenges are the size disparity between the impression/click events (hundreds of MBs) and serving events (multiple TBs), and the sparse nature of the joins. The framework uses aggressive data partitioning and p
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