CleanTraffic — Bot-Filtered Analytics for Shopify
A lightweight analytics layer for Shopify that filters bot traffic in real time, reconstructs likely sources for stripped-referrer visits using lightweight fingerprinting and UTM hygiene tooling, and shows a 'humans only' dashboard. Ships with a one-click audit report showing how inflated current numbers are.
- 0
- posts
- Confidence: 3 out of 5
- 0.66 model confidence
The problem
One store owner discovered more than half of their Shopify 'traffic' in a week was bots — 228 bots versus 172 humans — skewing every growth decision. Separately, founders note that 'direct' traffic attribution is misleading because referrer headers get stripped by mobile apps, email clients, Slack, and Discord. Merchants can't trust their own analytics.
Who it’s for
Shopify store owners and e-commerce marketers
Who already tried
- Plausible
- Fathom
- Littledata
Purpose-built for Shopify with bot-filtering and direct-traffic de-anonymization as the headline feature, not a general analytics replacement.
What you’d build
Rough effort
200 hours
Stack
- Shopify App (Remix)
- ClickHouse
- Cloudflare Workers
- Supabase
Integrates with
- Shopify
- GA4
- Slack