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85score
r/ecommerce
SaaS subscription
Build

Automated Contribution Margin Tracker for Shopify

A lightweight SaaS app that connects Shopify, Meta Ads, and Google Ads to calculate true profit per channel. It automatically deducts SKU-level COGS, shipping, and platform fees from attributed revenue to show contribution margin instead of vanity ROAS.

3 channels30-day mention trend: latest 0, peak 1, 30-day series
View on Reddit
Discovered Apr 11, 2026

Score Breakdown

Pain Intensity9/10
Willingness to Pay8/10
Ease of Build5/10
Sustainability8/10

Market Signal

30-day mention trendPeak: 1
Sparkline: latest 0, peak 1, 30-day series
Channels covered
ecommerceEntrepreneursmallbusiness

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Differentiation

Existing solutions
Triple WhaleSpreadsheets
Our angle
An affordable, automated contribution margin calculator that sits between manual spreadsheets and expensive enterprise tools like Triple Whale.

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GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.

Sign up to unlock full deep analysis

GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.

Sign up to unlock full deep analysis

GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.

Sign up to unlock full deep analysis

GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.

Other opportunities in the same theme

Auto-clustered by AI from related discussions

Community Voices

Real quotes from Reddit comments that inspired this opportunity

  • I can't tell which platform actually makes profit after COGS
  • ROAS hides too much
  • both facebook and google will show you 'clean' ROAS, but they don't really account for your real costs
  • The tricky part is COGS and shipping vary by product. If your catalog is complex, you need per-SKU data mapped to order line items.
  • what you're running into is basically the gap between platform reporting and actual business metrics
  • comparing two separate dashboards that don't agree with each other

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GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.