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Designing for Personalization at Scale

Outcomes & Reflection

An A/B test demonstrated a 5% lift in revenue per visitor on mobile, validating the new approach. Desktop results were inconclusive due to vendor contract expiration.

Although not implemented because of engineering and vendor constraints, the work established a test-backed direction for future investment and reinforced the value of treating recommendations as a strategic surface, not a cosmetic feature.

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