Simple Shopify tasks that still take spreadsheets, exports, and three apps usually signal stack debt, not missing features. Diagnose friction by root cause and fix the foundation before adding tools.
Read articleShopify app cost factors include subscriptions, usage tiers, overlap, script weight, and reconciliation time. Audit a twelve-app stack, map one source of truth per domain, and reclaim margin after launch.
Read articleA 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.
Read articleShopify ecommerce growth plateau causes include paid-traffic dependency, app sprawl, weak retention, and manual ops, not Shopify alone. What to do when revenue stalls, with a step-by-step checklist.
Read articleRunning 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.
Read article
