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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.
Por que isso importa
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.
- · Feito para Small to mid-sized Shopify subscription brands spending on paid social and lacking a trusted finance or analytics stack..
- · Monetização mais provável: SaaS subscription.
A Dor · Narrativa
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.
Detalhe da pontuação
Sinal de Mercado
Go-to-Market
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
Escopo do MVP · 1–2 semanas
- 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
Diferenciação
Por que isso pode falhar
Auto-refutação — o sinal de confiança mais importante
- 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.
Resumo das evidências
Como a IA sintetizou este insight — sem citações literais
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.
Plano de Ação
Valide esta oportunidade antes de escrever código
Próximo Passo Recomendado
Construir
Sinais de demanda fortes. Há dor real e disposição a pagar — comece a construir um MVP.
Kit de Textos para Landing Page
Textos prontos para colar, baseados na linguagem real da comunidade Reddit
Título Principal
Subscription Payback Dashboard for Shopify
Subtítulo
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.
Para Quem É
Para Small to mid-sized Shopify subscription brands spending on paid social and lacking a trusted finance or analytics stack.
Lista de Funcionalidades
✓ 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
Onde Validar
Compartilhe sua landing page no r/r/ecommerce — é exatamente lá que esses pontos de dor foram descobertos.
Cadastre-se para desbloquear a análise profunda completa
GTM, escopo do MVP, por que pode falhar, ActionPlan Copy Kit. O cadastro gratuito garante 10 visualizações detalhadas/mês.
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