Category: E-commerce
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Scarcity Badges Psychology: When They Convert vs. Backfire
Discover the psychology of scarcity badges in e-commerce — when they lift conversion, when they backfire, and how to deploy them without eroding customer trust.
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Product Page Video ROI: A/B Test Data from 50 Shopify Stores
New A/B test data from 50 Shopify stores reveals the hidden ROI of product page video: +14.8% conversion, lower returns, and compounding CAC savings.


