Monica Vinader elevated ecommerce performance with Constructor’s geo-personalized ranking and product discovery tools. Initial implementation drove a +2.6% purchase conversion lift, while the US-specific geo test delivered a +5% lift, boosting revenue, surfacing higher-value items, and enabling data-driven merchandising across markets.