Order-Level Profit Tracker for Variable COGS
The Opportunity
An app that lets merchants enter or import the actual cost of each order and instantly see order-level profit. It helps stores with variable product costs, custom sourcing, or fluctuating fulfillment expenses track true profitability without relying on fixed variant cost fields.
"Merchants cannot accurately track profit when the cost changes per order, making standard cost-per-item accounting unusable."
Market Validation
Detailed Analysis
Proposed Solution
Provide an order-level cost entry screen, automatic profit calculation using subtotal, shipping, discounts, taxes, and adjustable variable expenses, plus reporting dashboards and CSV export.
Target Audience
Shopify merchants with variable sourcing costs, custom orders, dropshippers, and stores with non-standard fulfillment expenses
Competitive Landscape
TrueProfit, BeProfit, Lifetimely, Better Reports
Implementation Notes
Build an order sync layer using Shopify Admin API, an order edit UI for entering per-order costs, profit calculation logic that combines subtotal, shipping, discounts, taxes, refunds, and optional custom fees, then a reporting dashboard with filters, exports, and bulk cost entry. Support manual entry first, with optional automation via tags, rules, or imported cost sheets later.
Evidence from Merchants
Real quotes from Shopify community forums
"So instead we’d like to calculate and track our cost per order and it’s profit based on the subtotal + shipping."
Key Pain Points
Inability to track profit accurately due to fluctuating item costs
highMentioned by 1 merchants
Impact: Potential loss of profit tracking leading to financial inaccuracies
Market Metrics
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