Extended revenue analytics playbook
Analytics turns Shopify email from cost center to P&L line item — when measured honestly. Platform attribution over-credits last-click flows like cart recovery; under-credits post-purchase education that drives repeat without direct click.
Weekly flow scorecard: recipients, revenue, revenue per recipient, discount cost, unsubscribes, Shopify 7-day repeat rate vs prior period. One page, all active automations.
Separate flow revenue from campaign revenue — always-on lifecycle vs scheduled blasts tell different stories. Mixing obscures which jobs earn investment.
Holdout 5–10% quarterly on cart and winback when volume allows — true incrementality often 40–60% of last-click claim for cart, lower for replenishment to habitual buyers.
Margin after discount from Shopify export reconciled to ESP attributed revenue — if margin negative despite revenue up, pause and fix offer not celebrate dashboard.
Sequenzy emphasizes flow-level economics aligned with pay-per-send. Klaviyo deepest benchmarks and cohort tools. Drip clearest per-workflow-path attribution.
Cohort LTV by email engagement band — engaged subscribers vs unengaged over 12 months proves list quality work matters more than list size.