Challenge
A mid-size e-commerce merchant still relied on Universal Analytics patterns that did not capture modern funnels or cross-domain checkout behavior, limiting attribution quality under GA4.
Solution
We re-architected the GA4 implementation around an event model aligned to commerce outcomes and downstream modeling.
Platform capabilities
Event-driven tracking
Modeled add-to-cart, checkout initiation, and repeat visit signals with consistent parameters.
Cross-domain measurement
Configured cross-domain linking across storefront and checkout hosts to preserve sessions.
Ads and warehouse linkage
Connected GA4 to Google Ads and BigQuery exports for attribution modeling and SQL-based analysis.
Anomaly monitoring
Python and Prophet models flag unusual conversion or traffic patterns for investigation.
Impact
- More accurate channel and campaign attribution.
- Quantified revenue leakage from cart abandonment surfaced for remediation.
- Predictive signals for repeat purchase propensity enabled targeted retention plays.