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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.
Why this matters
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.
- · Built for Mid-tier e-commerce sellers spending $5k-$20k/month on ads who find Triple Whale too expensive but spreadsheets too manual..
- · Most likely monetization: SaaS subscription.
Score Breakdown
Market Signal
Differentiation
Action Plan
Validate this opportunity before writing code
Recommended Next Step
Build
Strong demand signals detected. Real pain, real willingness to pay — start building an MVP.
Landing Page Copy Kit
Ready-to-paste copy based on real Reddit community language — no editing required
Headline
Automated Contribution Margin Tracker for Shopify
Sub-headline
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.
Who It's For
For Mid-tier e-commerce sellers spending $5k-$20k/month on ads who find Triple Whale too expensive but spreadsheets too manual.
Feature List
✓ Shopify API integration for real-time order, COGS, and shipping data ✓ Meta and Google Ads API integration for spend data ✓ Automated UTM-to-order matching ✓ Real-time 'True Profit' dashboard per ad channel
Where to Validate
Share your landing page in r/r/ecommerce — that's exactly where these pain points were discovered.
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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”
Other opportunities in the same theme
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