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The Customer Data Platform category experienced modest activity during the May 4-11 period, with three documented changes reflecting ongoing platform evolution and competitive positioning. Twilio Segment, a leading CDP solution, continued to maintain its market presence alongside emerging competitors Qualifio and Riddle, which are expanding their capabilities in the customer data aggregation and audience engagement space. These changes appear to represent routine platform enrichment and feature updates rather than significant market disruptions, suggesting a period of incremental optimization within the CDP landscape as vendors refine their data integration, activation, and analytics capabilities.