Measuring conversion rates at each stage of the customer journey. Here's how this applies specifically to TikTok Ads advertising and why causal inference gives you a clearer picture than TikTok Ads's own reporting.
Measuring conversion rates at each stage of the customer journey. For Shopify brands running TikTok Ads campaigns, understanding this concept is critical because it directly impacts how you evaluate TikTok Ads's contribution to your revenue.
| Funnel Analysis | TikTok Ads reports | Causal truth |
|---|---|---|
| Data source | TikTok Ads Ads Manager | GA4 + Shopify (independent) |
| Methodology | Click/view tracking | Causal inference |
| Bias | Self-serving (overcredits TikTok Ads) | Independent (no platform bias) |
One-time analysis. No pixel. No TikTok Ads API access needed.
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