Contribution margin only holds when marketing, ecommerce, and ops share one order-level number. Build that worksheet before you scale ad spend.
Read articleShopify stores stall at scale when two apps write the same order field. Map webhook owners, metafields, and rate limits before the next campaign spike.
Read articleSimple Shopify tasks that still take spreadsheets, exports, and three apps usually signal stack debt. Diagnose friction by root cause before adding tools.
Read articleHow to avoid Shopify tech stack bloat: subscriptions, overlap, script weight, and reconciliation time. Audit the stack before margin disappears after launch.
Read articleA 4x Shopify ROAS does not guarantee profit. Learn why contribution margin matters more than return on ad spend, and how to judge campaigns on unit economics.
Read articleHow to scale a Shopify store past a growth plateau. Causes include paid traffic, app sprawl, weak retention, and ops debt, with a stack-audit checklist.
Read articleRunning a Shopify store costs more than the plan: transaction fees, apps, maintenance, and constraint workarounds. Compare total cost against platform debt.
Read articleCustomer lifetime value on Shopify Plus grows through segmentation, personalisation, loyalty, and retention, not acquisition alone. Practical ways to raise CLV.
Read article
