A Deep Dive into Multi-Touch Attribution for Ecommerce Sellers
Does email steal sales from advertising? Follow one customer journey and two attribution models to see how channels work together at different stages of conversion.

Separate intuition from evidence by reading shifts in channels, seasons, and conversion funnels.
03 articles
Does email steal sales from advertising? Follow one customer journey and two attribution models to see how channels work together at different stages of conversion.

A comparison of apparel stores around Independence Day in 2025 and 2026 shows that this year's order decline began with less traffic and a weaker visit-to-cart step, not a collapse across every conversion stage.

A July review of Facebook, AppLovin / Axon, and Google shows why traffic size alone is not enough to judge channel value.
