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Subscription Payback Dashboard for Shopify
Build a lightweight analytics SaaS that calculates 30, 60, and 90 day retention, LTV, and CAC payback for subscription merchants. The product should replace guesswork with one clear operating view that tells brands whether they can safely scale paid acquisition.
Pourquoi c'est important
You are buying customers with paid social, but the economics only work if enough subscribers stick around. The problem is that your store data, subscription renewals, and ad spend live in different places, and the built-in reporting is too shallow for the decision you need to make. Every week you are forced to choose whether to raise or cut spend without knowing your true payback window. A simple dashboard that tells you how each acquisition cohort performs after 30, 60, and 90 days would reduce anxiety immediately and help you stop overpaying for growth.
- · Conçu pour Small to mid-sized Shopify subscription brands spending on paid social and lacking a trusted finance or analytics stack..
- · Monétisation la plus probable : SaaS subscription.
La douleur · Récit
You are buying customers with paid social, but the economics only work if enough subscribers stick around. The problem is that your store data, subscription renewals, and ad spend live in different places, and the built-in reporting is too shallow for the decision you need to make. Every week you are forced to choose whether to raise or cut spend without knowing your true payback window. A simple dashboard that tells you how each acquisition cohort performs after 30, 60, and 90 days would reduce anxiety immediately and help you stop overpaying for growth.
Détail du score
Signal du marché
Mise sur le marché
Operators of Shopify subscription brands doing at least $5K per month in paid social and using a subscription app.
~20K-50K globally
cold outbound
$99/month
10 paying brands connecting store and ad data within 30 days
Périmètre MVP · 1–2 semaines
- Build Shopify OAuth and import customers, orders, and tags into a simple schema
- Add CSV upload for ad spend by date and channel to avoid full ads integration initially
- Compute monthly acquisition cohorts and repeat-order counts in SQL
- Create a basic dashboard with 30, 60, and 90 day revenue per cohort
- Interview 5 subscription merchants to validate which payback view they trust most
- Add connector for one popular subscription platform and map renewal orders
- Build CAC payback chart by cohort using imported ad spend
- Add weekly email summary with scale, watch, or pause indicators
- Create onboarding wizard with sample metrics definitions and margin assumptions
- Launch a waitlist and offer white-glove setup to first 20 prospects
Différenciation
Pourquoi cela pourrait échouer
Auto-contre-argument — le signal de confiance le plus important
- 1Merchants may decide existing tools already solve this well enough once they learn where the reports are.
- 2The hardest part may be trust rather than feature completeness; if numbers differ from what merchants expect, they may churn quickly.
- 3A narrow subscription-only dashboard could face limited expansion unless it broadens into adjacent profitability workflows.
Résumé des preuves
Comment l'IA a synthétisé cet aperçu — pas de citations textuelles
The discussion centers on a single urgent gap: merchants are increasing acquisition spend without verified retention or payback data. Several commenters recommend external analytics or manual cohort analysis, and multiple replies frame this as the core number governing whether a subscription brand is healthy. The repeated focus on 30, 60, and 90 day performance suggests a clear MVP scope with direct commercial value.
Plan d'Action
Validez cette opportunité avant d'écrire du code
Prochaine Étape Recommandée
Construire
Signaux de demande forts. Vraie douleur et volonté de payer détectées — commencez à construire un MVP.
Kit de Textes pour Landing Page
Textes prêts à coller, basés sur le langage réel de la communauté Reddit
Titre Principal
Subscription Payback Dashboard for Shopify
Sous-titre
Build a lightweight analytics SaaS that calculates 30, 60, and 90 day retention, LTV, and CAC payback for subscription merchants. The product should replace guesswork with one clear operating view that tells brands whether they can safely scale paid acquisition.
Pour Qui
Pour Small to mid-sized Shopify subscription brands spending on paid social and lacking a trusted finance or analytics stack.
Liste des Fonctionnalités
✓ 30/60/90 day acquisition cohort retention and revenue curves ✓ CAC payback calculator by channel and campaign ✓ Subscription-app plus order-data sync with weekly executive summary
Où Valider
Partagez votre landing page sur r/r/ecommerce — c'est exactement là que ces points de douleur ont été découverts.
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