battles / Analytics
Cometly vs Shopkeeper
Cometly ($399/mo/mo, vibe code 5/10) vs Shopkeeper ($45/mo/mo, vibe code 5/10). Cometly is the easier one to rebuild yourself — here is what you lose either way.
Analytics
$399/mo/mo
- MVP
- 1 week
- Full replacement
- 3-6 months, due to CAPI integration maintenance and browser identity resolution changes
easier to rebuild
get the build prompt →Analytics
$45/mo/mo
- MVP
- 2-3 weeks
- Full replacement
- 4-6 months, due to Amazon SP-API approval barriers and complex fee mapping
price gap / year
$4,248/mo
running both / year
$5,328/mo
our call
Start with Cometly — highest vibe code, weakest moat.
Cometly
Building a basic UTM recorder with a dashboard takes a weekend. Replicating multi-touch attribution, server-side CAPI event deduplication, and maintaining ad platform API connections against breaking changes across Meta, Google, and TikTok is a full-time engineering effort.
you can rebuild
- UTM parameter capturing and first-party cookie tracking scripts
- First-touch and last-touch attribution SQL query logic
- Analytics dashboard displaying CAC, ROAS, and ROI per ad campaign
- Shopify webhook receiver for sales conversion ingestion
- Basic server-side event payload generation
what you lose
- Turnkey client/server event deduplication across Meta, TikTok, and Google
- Automated token refresh and API schema maintenance across ad platforms
- Pre-packaged identity stitching across multi-device user journeys
- Ad spend ingestion pipelines that handle API rate limits and currency conversions
- No-code Shopify theme app integration
real moats
- Maintained native integrations with rapidly evolving ad platform APIs
- First-party identity graph infrastructure optimized for browser privacy limits
- Turnkey server-side tracking bypassing Safari ITP and ad blockers without custom DNS configuration
open source escape hatches
- PostHog MIT
- Tracardi MIT
- Plausible Analytics AGPL-3.0
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, Cometly or Shopkeeper?
Cometly. It scores 5/10 on vibe code with a moat of 2/10, so an AI-assisted MVP takes about 1 week and a full replacement about 3-6 months, due to CAPI integration maintenance and browser identity resolution changes.
Which one costs less, Cometly or Shopkeeper?
Shopkeeper at $45/mo/mo for a typical mid-market store. The gap between the two is about $4,248/mo a year.
What do I lose if I replace Cometly?
Turnkey client/server event deduplication across Meta, TikTok, and Google Automated token refresh and API schema maintenance across ad platforms Pre-packaged identity stitching across multi-device user journeys
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
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