The Unofficial Shopify Podcast artwork

What 20M Shopify Surveys Reveal About Attribution

The Unofficial Shopify Podcast · with Matt Bahr · July 15, 2025 · 43 min

Summary

Ecommerce brands are losing money on inaccurate attribution. This episode reveals how post-purchase surveys, beyond just "how did you hear about us," can uncover hidden channels, optimize ad spend, and segment customers for better targeting, leading to more profitable marketing decisions.

Key takeaways

Themes

attribution & analyticsconversion rate optimizationcustomer insightsmarketing strategy

Topics covered

attribution modelsconversion rate optimization questionscustomer segmentationhidden marketing channels (applovin, ctv)meta ads optimizationnew vs. returning customer surveyspost-purchase surveysshopify checkout optimization

Episode description

w/ Matt Bahr, founder of Fairing

Frequently asked about this episode

What does this episode say about attribution & analytics?
Implement differentiated post-purchase survey questions for new vs. returning customers to capture relevant attribution data without annoying existing customers. For new customers, ask 'How did you hear about us?' and for returning customers, 'What led you to purchase today?'
What does this episode say about conversion rate optimization?
Utilize post-purchase surveys to identify hidden acquisition channels like AppLovin and CTV, which traditional attribution models often miss, allowing for better budget allocation and discovery of new growth opportunities.
What does this episode say about customer insights?
For brands spending less than $750k-$1M GMV, consider using post-purchase surveys to understand customer psychology with questions like 'Why did you buy today?' This helps inform creative strategy for existing channels before diversifying.
What does this episode say about marketing strategy?
Leverage post-purchase surveys to gather conversion rate optimization (CRO) insights by asking 'What almost prevented you from buying today?' or 'How was your shopping experience today?' to build a concrete task list for improving the customer journey.
What does this episode say about attribution & analytics?
Recognize that effective attribution is not one-size-fits-all; tailor measurement methodologies to each specific marketing channel (e.g., podcast ads, Facebook ads, word-of-mouth) for accurate performance assessment and budget optimization.

Listen