Retargeting Analysis Template: ## Is Your Retargeting Cannibalizing Your Sales?
Read the full article below for detailed insights and actionable strategies.
Is Your Retargeting Cannibalizing Your Sales?
Retargeting seems like a no-brainer. You bring back interested customers and close the sale. But here’s the uncomfortable truth: a huge portion of your retargeting budget is likely wasted on customers who would have converted anyway. Standard attribution models, especially the last-click model used by ad platforms, are designed to make retargeting look incredibly effective. They give 100% of the credit to the final touchpoint, ignoring the fact that the customer was already deep in your funnel. You're paying to re-acquire customers you already won.
Causality Engine exposes this inefficiency. We use Bayesian causal inference to determine the incremental lift of your retargeting campaigns. Our platform analyzes your customer journeys to understand the probability of conversion with and without each marketing touchpoint. This allows you to see what percentage of your retargeting conversions are truly new sales and what percentage is just cannibalization of organic or direct traffic. This template provides a framework for conducting this analysis.
The Retargeting Analysis Template
This template is designed to be used with the insights from a Causality Engine analysis. It helps you move beyond the misleading metrics of your ad platforms and understand the true financial impact of your retargeting efforts.
| Metric | Description | Example Calculation |
|---|---|---|
| Reported ROAS (e.g., Facebook Ads) | The Return on Ad Spend as reported by the ad platform. | 12.0x |
| Incremental Lift (via Causality Engine) | The percentage of retargeting conversions that would NOT have happened otherwise. | 30% |
| Causally-Adjusted ROAS | Reported ROAS * Incremental Lift | 12.0x * 0.30 = 3.6x |
| Cost Per Incremental Acquisition (CPIA) | Total Campaign Cost / (Total Conversions * Incremental Lift) | €2,000 / (200 * 0.30) = €33.33 |
| Cannibalization Cost | Total Campaign Cost * (1 - Incremental Lift) | €2,000 * (1 - 0.30) = €1,400 |
How to Measure True Retargeting Impact
Ensure Your Pixel is Firing: Double-check that your Facebook/TikTok/Google pixel is correctly installed on your Shopify store and tracking purchase events.
Run a Causality Engine Analysis: Our platform will analyze your historical data to build a causal model of your marketing performance, establishing a baseline.
Isolate Your Retargeting Campaigns: In the Causality Engine dashboard, filter your results to focus specifically on your retargeting campaigns.
Analyze the Incremental Lift: Our Causality Chain Visualization will show you the probabilistic impact of your retargeting ads and calculate their true incremental value.
Refine Your Budget: Use the insights to adjust your retargeting spend. You might reduce your audience size, cap frequency, or reallocate the budget to more effective, top-of-funnel activities.
"We were spending €20k/month on retargeting and thought it was our best-performing channel. Causality Engine showed us that 70% of those sales would have happened anyway. We cut our retargeting budget in half and reinvested in influencer marketing, leading to a 25% increase in new customer growth." - Head of E-commerce, a 25M EUR Shopify Beauty Brand
Stop paying to get in front of customers who are already on their way to your checkout. It's time to measure the true, incremental impact of your retargeting.
[CTA] Analyze Your Retargeting Now
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Key Terms in This Article
Attribution Report
Attribution Report shows which touchpoints or channels receive credit for a conversion. It identifies which campaigns drive desired actions.
Causal Inference
Causal Inference determines the independent, actual effect of a phenomenon within a system, identifying true cause-and-effect relationships.
Causal Model
A Causal Model is a mathematical representation describing the causal relationships between variables, used to reason about and estimate intervention effects.
Customer journey
Customer journey is the path and sequence of interactions customers have with a website. Customers use multiple devices and channels, making a consistent experience crucial.
Direct Traffic
Direct Traffic refers to website visitors who arrive by typing the URL directly into their browser or through bookmarks. They do not come from search engines or referrals.
Influencer Marketing
Influencer Marketing uses endorsements and product placements from individuals with dedicated social followings. It uses trusted voices to promote products.
Internal Links
Internal Links are hyperlinks that point to other pages on the same domain, helping search engines understand website structure.
Marketing Attribution
Marketing attribution assigns credit to marketing touchpoints that contribute to a conversion or sale. Causal inference enhances attribution models by identifying true cause-effect relationships.
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Frequently Asked Questions
What is Causality Engine?
Causality Engine is a marketing attribution platform for Shopify brands that uses Bayesian causal inference to measure the true incremental impact of your marketing activities.
How is Causality Engine different from Google Analytics?
Google Analytics primarily uses last-click attribution, which is misleading. Causality Engine uses causal inference to understand the entire customer journey and identify which touchpoints are actually driving growth, not just getting the final click.
What kind of brands is this for?
We specialize in helping direct-to-consumer Shopify brands in the beauty, fashion, and supplement industries, typically with 5M-30M EUR in revenue.
How much does it cost?
We offer a one-time analysis for 9 or a full subscription for 99/month which includes lifetime lookback and an LLM chat interface. You can find more details on our [pricing page](/pricing).
Is it hard to set up?
No. Setup is fast and easy. You can connect your Shopify store and ad accounts in minutes. Our Attribution Implementation Checklist provides a step-by-step guide.
