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Fantastic roundup of global e-commerce trends. Your section on AI product management really resonates because it captures a paradigm shift that many product teams still overlook. The example of moving from a static voucher center to a proactive savings agent reframes the entire value proposition around outcomes rather than features. What makes this particularly compelling is that it also changes the relationship between user data and product functionality, where browsing patterns become less about targeting and more about anticipation. One underappreciated implication is how this approach could reduce the cognitive load on users who currently have to hunt for deals acrossthe app, which directly improves retention beyond just conversion metrics.

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