Vivian brings a research-driven lens to digital shelf dynamics at MetricsCart, focusing on review sentiment, pricing evolution, and retail media effectiveness for CPG brands. With over four years of experience across SaaS and e-commerce, she specializes in creating B2B content that bridges retail technology with real business outcomes.