From an analytics perspective, e-commerce campaigns are heavily influenced by user behavior patterns such as:
- Product page revisits
- Cart abandonment
- Comparison shopping
Data consistently shows that cold audiences rarely convert immediately.
Most conversions come from retargeting campaigns and repeated exposure.
Key metrics I monitor in e-commerce:
- ROAS
- Add-to-Cart Rate
- Conversion Rate
- Customer Journey Flow
By optimizing retargeting audiences and behavioral segmentation, conversion rates improve significantly without increasing ad spend.
