A 4x Shopify ROAS does not guarantee profitability. Learn why contribution margin matters more than return on ad spend—and how to evaluate paid campaigns on real ecommerce unit economics.
Shopify scaling limits—checkout lock-in, app sprawl, variant caps, and backend constraints—cause growth to stall past $50k/mo. What breaks and how brands break through.
Running a Shopify store costs more than your plan—transaction fees, apps, dev maintenance, and constraint workarounds add up. Compare total Shopify cost vs custom platform technical debt.
Customer lifetime value on Shopify Plus grows through segmentation, personalization, loyalty programs, and retention—not just acquisition. Practical strategies to increase CLV systematically.
