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Attribution model
First-click, last-click, or multi-touch? Pick the model that matches how your customers actually buy.
Compare features, pricing, and free plans to choose the right analytics, attribution and profit tracking tool for your store.
| Tool | Best for | Starting price | Free plan | Automation | SEO / fit | Ease of use |
|---|---|---|---|---|---|---|
| | Behavior analytics | Free | Yes | 4/5 | 2.0 | 4.0 |
| | Traffic analytics | Free | Yes | 5/5 | 3.0 | 3.0 |
| | DTC brands spending on ads | $100/month | No | 3/5 | 1.0 | 3.0 |
| | Privacy-focused analytics | $9/mo | No | 4/5 | 3.0 | 5.0 |
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First-click, last-click, or multi-touch? Pick the model that matches how your customers actually buy.
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Revenue alone is misleading. Check if the tool tracks COGS, ad spend, shipping, and returns to show real profit.
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Confirm the tool connects to your actual ad platforms: Meta, Google, TikTok, and any niche channels you use.
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Some tools need developer help for tracking scripts. Others plug into Shopify in minutes. Match to your team.
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Can you export raw data? Some tools lock insights behind their dashboard with no export path.
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GA4 tracks traffic but not profit. Ecommerce analytics tools add cost-of-goods, ad spend attribution, and LTV tracking that GA4 cannot do natively.
No tool is perfectly accurate. The value is in relative comparison between channels, not absolute numbers. Pick one model and stay consistent.
Check whether the tool stores raw data or only aggregates. Some tools let you export everything; others lock data behind their dashboard.