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68score
r/marketing
SaaS subscription with usage-based tiers
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Affiliate Incremental Attribution Analytics Platform

A platform that ingests data from Google Ads, affiliate networks, and analytics tools to model which affiliate-referred sales are truly incremental versus cannibalized from direct traffic. It answers the merchant's core question: how many customers would have found me anyway through my own ads?

5 canauxTendance des mentions sur 30 jours: latest 3, peak 3, 30-day series
Voir sur Reddit
Découvert 29 août 2026

Pourquoi c'est important

You manage marketing for a growing e-commerce brand and recently discovered that most affiliate orders come through paid ads. You suspect many of these sales would have arrived through your own ad campaigns at a fraction of the cost. But you cannot prove it. Your affiliate software shows which orders came from ads but cannot tell you whether those customers would have found you anyway. You lack the data infrastructure to run incrementality tests or build counterfactual models. Every month you pay thousands in commissions on sales that may or may not be truly incremental, and you have no systematic way to optimize your channel mix or commission rates based on actual incremental value.

  • · Conçu pour E-commerce and SaaS companies spending $10K+/month on both paid search and affiliate commissions who need to optimize channel mix.
  • · Monétisation la plus probable : SaaS subscription with usage-based tiers.

La douleur · Récit

You manage marketing for a growing e-commerce brand and recently discovered that most affiliate orders come through paid ads. You suspect many of these sales would have arrived through your own ad campaigns at a fraction of the cost. But you cannot prove it. Your affiliate software shows which orders came from ads but cannot tell you whether those customers would have found you anyway. You lack the data infrastructure to run incrementality tests or build counterfactual models. Every month you pay thousands in commissions on sales that may or may not be truly incremental, and you have no systematic way to optimize your channel mix or commission rates based on actual incremental value.

Détail du score

Intensité du problème8/10
Volonté de payer6/10
Facilité de réalisation4/10
Durabilité6/10

Signal du marché

Tendance des mentions sur 30 joursPic : 3
Sparkline: latest 3, peak 3, 30-day series
Canaux couverts
marketingfront_pageindiehackerswebdevChatGPT

Mise sur le marché

Utilisateur cible exact

Performance marketing managers at mid-market e-commerce companies spending $10K+ monthly across both paid search and affiliate channels

Nombre d'utilisateurs estimé

~30-50K potential accounts globally in the mid-market e-commerce segment

Canal d'acquisition principal

LinkedIn outreach to performance marketing managers and content marketing focused on attribution and incrementality topics

Ancre de prix

$299/month for standard plan with up to 3 data source integrations

Premier jalon

5 paying users within 30 days, validated through 20+ discovery calls with performance marketing managers

Périmètre MVP · 1–2 semaines

Semaine 1
  • Define attribution data schema and build connectors for Google Ads API and Google Analytics 4
  • Build data ingestion pipeline for at least one affiliate platform (e.g., ShareAsale) export format
  • Create customer matching logic to identify new vs returning customers across affiliate and direct channels
  • Design and implement basic counterfactual model estimating cannibalization rate for affiliate ad traffic
  • Build simple dashboard showing estimated incremental vs cannibalized affiliate sales by month
Semaine 2
  • Add channel ROAS comparison view showing effective cost per incremental acquisition by channel
  • Implement affiliate-level incrementality scoring to rank affiliates by true incremental value
  • Build commission rate recommendation engine based on incrementality analysis
  • Add data export functionality for sharing insights with stakeholders
  • Create onboarding wizard to guide new users through data source connection and initial analysis
Fonctions MVP: Multi-touch attribution modeling across paid search and affiliate channels · Cannibalization estimation using counterfactual modeling · New vs existing customer segmentation for affiliate sales · Channel ROAS comparison dashboard with incrementality scores · Automated recommendations for commission rate optimization

Différenciation

Solutions existantes
Affiliate network native search togglesManual monitoring / in-house processes
Notre angle
No affordable, automated, purpose-built tool for small-to-mid merchants to detect and document affiliate brand bidding violations across search engines with actionable evidence for enforcement

Pourquoi cela pourrait échouer

Auto-contre-argument — le signal de confiance le plus important

  1. 1Accurate incrementality modeling requires either controlled experiments (geolift, holdout groups) or large historical datasets, and many mid-market merchants lack the data maturity or volume to produce reliable estimates.
  2. 2The platform depends on integrating with multiple affiliate networks and ad platforms, each with different API limitations and data access policies, creating a fragile and maintenance-heavy integration layer.
  3. 3Attribution and incrementality is a crowded space with established players (TripleWhale, Northbeam, Rockerbox) that already serve e-commerce merchants, making differentiation and customer acquisition difficult.

Résumé des preuves

Comment l'IA a synthétisé cet aperçu — pas de citations textuelles

The original poster's central question about how many customers would have found them through their own ads rather than affiliate ads represents a core incrementality gap. Multiple commenters engaged with this question, with one noting that high affiliate attribution does not necessarily mean affiliates caused those orders. The poster compared their own ad cost per click against affiliate payout rates, showing they are actively calculating channel ROI. Approximately four commenters discussed attribution and conversion rate comparisons, but none described a tool that adequately models incremental value of affiliate traffic.

1 1 publication analysée5 5 canauxAI · Synthétisé par IA · pas de citations

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Titre Principal

Affiliate Incremental Attribution Analytics Platform

Sous-titre

A platform that ingests data from Google Ads, affiliate networks, and analytics tools to model which affiliate-referred sales are truly incremental versus cannibalized from direct traffic. It answers the merchant's core question: how many customers would have found me anyway through my own ads?

Pour Qui

Pour E-commerce and SaaS companies spending $10K+/month on both paid search and affiliate commissions who need to optimize channel mix

Liste des Fonctionnalités

✓ Multi-touch attribution modeling across paid search and affiliate channels ✓ Cannibalization estimation using counterfactual modeling ✓ New vs existing customer segmentation for affiliate sales ✓ Channel ROAS comparison dashboard with incrementality scores ✓ Automated recommendations for commission rate optimization

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Questions fréquentes

Qui rencontre ce problème ?
E-commerce and SaaS companies spending $10K+/month on both paid search and affiliate commissions who need to optimize channel mix
Est-ce une réelle opportunité ?
Cette opportunité obtient un score de 68/100 selon la métrique composite de Pain Spotter (intensité du problème, propension à payer, faisabilité technique et viabilité). Validez-la davantage avant d'y consacrer du temps de développement.
Comment dois-je la valider ?
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