TrueP&L: Omnichannel Profit & Payout Reconciliation
The Opportunity
A finance-grade profit analytics app that unifies ad spend, COGS, shipping, refunds, and payout fees to deliver daily, accurate P&L. It reconciles Shopify payouts with orders and marketing costs across Meta, Google, TikTok, and more for trustworthy profitability by day, product, and channel.
"Merchants can’t get accurate day-to-day profit and loss because current apps mis-handle marketing integrations and don’t capture all true costs like payout fees, returns, shipping labels, and COGS consistently."
Market Validation
Detailed Analysis
Proposed Solution
Build robust connectors for major ad platforms, shipping tools, and payment providers; reconcile against Shopify Payments/PayPal/Stripe payouts; normalize currency/timezones; model returns/chargebacks; and support rules for fixed and per-order expenses. Provide granular P&L by order, SKU, channel, campaign, and cohort, with audit trails.
Target Audience
DTC Shopify brands spending on paid ads, FP&A/ops leads, and agencies managing multiple stores
Competitive Landscape
BeProfit, Lifetimely, TrueProfit, Profit Calc, Conversific
Implementation Notes
Use Shopify Admin GraphQL for orders, refunds, discounts, inventory and Finance/Payments Payouts APIs for fees and disbursements; ingest ad costs via Meta Marketing API, Google Ads, TikTok, Snapchat with nightly pulls and backfills; map UTMs and attribution windows (configurable) to allocate spend by order/day; import shipping label costs via ShipStation/Shippo/APIs; capture COGS from variant metafields/inventory cost, with supplier overrides and effective-dates; model returns/chargebacks and restocking adjustments; support multi-currency with FX at order and payout times; allow CSV/API for recurring expenses; store normalized datasets in Postgres/BigQuery; surface dashboards for daily P&L, SKU/channel profitability, cohort LTV; add data-quality checks, timezone normalization, and reconciliation views that tie orders to payouts within pennies; privacy and OAuth scopes for each integration; multi-store consolidation.
Evidence from Merchants
Real quotes from Shopify community forums
"I’ve used several Profit & Loss tracking app but not any app was good enough to report accurate profit and integrate Facebook and other marketing channel properly."
"Now Looking for an app which can integrate all marketing channel and add properly cost of good sold and others costs item so that I can get day to day accurate profit and loss report."
Key Pain Points
Inability to track accurate profit and loss due to poor app performance
criticalMentioned by 1 merchants
Impact: Potential revenue loss due to inaccurate profit reporting
Market Metrics
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