battles / Analytics
AudienceProject vs Shopkeeper
AudienceProject ($8,500/mo/mo, vibe code 5/10) vs Shopkeeper ($45/mo/mo, vibe code 5/10). Shopkeeper is the easier one to rebuild yourself — here is what you lose either way.
Analytics
$8,500/mo/mo
- MVP
- 3 weeks
- Full replacement
- 18+ months (excluding human panel recruitment and accreditation)
Analytics
$45/mo/mo
- MVP
- 2-3 weeks
- Full replacement
- 4-6 months, due to Amazon SP-API approval barriers and complex fee mapping
easier to rebuild
get the build prompt →price gap / year
$101,460/mo
running both / year
$102,540/mo
our call
Start with Shopkeeper — highest vibe code, weakest moat.
AudienceProject
Building a high-throughput impression collector and demographic reporting dashboard is straightforward. However, AudienceProject's actual value lies in its independent human panel data and industry accreditation, which cannot be synthesized by software or generated by an AI coding agent.
you can rebuild
- Lightweight JS tracking tags and pixel endpoint collection.
- Campaign reach, frequency, and impression volume aggregations.
- Reporting UI for target vs. actual audience performance.
- Basic device and geographic breakdown dashboards.
- Exportable CSV and PDF campaign verification reports.
what you lose
- Access to pre-established panel data for cross-media validation.
- Accepted third-party credibility required by media agencies during campaign reconciliation.
- Cookieless demographic inference models trained on years of validated panel responses.
- Direct measurement pipelines into major walled gardens (Meta, YouTube, CTV platforms).
- Standardized market currency status for programmatic media planning.
real moats
- Calibrated, representative human panels across target countries used to validate demographic impressions.
- Industry trust and third-party status required by media buyers to verify media spend.
- Direct, proprietary integrations into walled gardens (Meta, Google, Amazon) for log-level or clean-room reach validation.
Shopkeeper
Rebuilding the core calculation logic (Revenue - Amazon Fees - Ads - COGS = Net Profit) is simple. However, securing Amazon Selling Partner API (SP-API) developer access, adhering to Amazon Data Protection Policies, and mapping dozens of obscure Amazon fee codes requires significant technical effort.
you can rebuild
- Real-time net profit dashboard per SKU and order
- Manual COGS and freight cost input table per ASIN
- Amazon PPC ad spend attribution per product
- Refund and return cost impact calculator
- Multi-marketplace currency conversion
what you lose
- Pre-approved Amazon SP-API production credentials
- Automated parsing of obscure Amazon fee types (inbound placement, long-term storage, disposal fees)
- Mobile push notifications for real-time sales and profit metrics
- Built-in compliance with Amazon Data Protection Policy updates
- Automated historical data backfilling on initial connect
real moats
- Amazon SP-API developer authorization barrier
- Normalisation engine for dozens of changing Amazon fee line items
- Historical snapshot data storage for long-term margin trends
open source escape hatches
- Metabase AGPL-3.0
- Apache Superset Apache-2.0
- n8n Fair-code
Questions people ask
Which is easier to rebuild with AI, AudienceProject or Shopkeeper?
Shopkeeper. It scores 5/10 on vibe code with a moat of 3/10, so an AI-assisted MVP takes about 2-3 weeks and a full replacement about 4-6 months, due to Amazon SP-API approval barriers and complex fee mapping.
Which one costs less, AudienceProject or Shopkeeper?
Shopkeeper at $45/mo/mo for a typical mid-market store. The gap between the two is about $101,460/mo a year.
What do I lose if I replace AudienceProject?
Access to pre-established panel data for cross-media validation. Accepted third-party credibility required by media agencies during campaign reconciliation. Cookieless demographic inference models trained on years of validated panel responses.
What do I lose if I replace Shopkeeper?
Pre-approved Amazon SP-API production credentials Automated parsing of obscure Amazon fee types (inbound placement, long-term storage, disposal fees) Mobile push notifications for real-time sales and profit metrics
More battles
One e-commerce SaaS teardown every week.
Honest verdicts, build prompts and overlooked vertical SaaS opportunities. No tracking pixels, no drip sequence, unsubscribe in one click.
free forever · no third-party tracking · the prompts stay public