Step-by-step guide to align Meta ad spend reporting with Shopify revenue. Covers attribution windows, UTM logic, and reconciliation workflows.
Involuntary churn costs DTC brands 20-40% of total churn. Execute this 4-week operational plan to recover failed payments and retain revenue.
Refund rate benchmarks by category, diagnostic framework to separate product from ops issues, and levers to optimize without destroying trust.
Compare Shopify's native email flows against Klaviyo. Understand segmentation limits, automation depth, and when to upgrade.
How to set retargeting frequency caps to prevent ad fatigue, comply with privacy shifts, and maintain brand perception without leaving revenue on the table.