Shopify analytics has limits. Learn why built-in reports fall short on LTV analysis, cohort tracking, attribution, and predictive models - and how to build a proper analytics stack.
AI recommendations for ecommerce go far beyond "customers also bought." Learn how strategic AI recommendations drive acquisition, retention, and profitability decisions.
Predictive LTV models estimate customer value within 30 days - up to 3x more accurate than historical averages. Here are the approaches that actually work.
Average win-back reactivates under 2% of lapsed buyers. The right segmentation + 5-touch sequence + timing pushes it above 10%. Templates, segments, and benchmarks by vertical.
How Product Quizzes Boost Customer Retention by 15-25%: Data-Driven Strategies That Work
Brands that run a personalized product quiz see 15-25% higher retention than brands that ship customers a generic onboarding flow. That&
