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SurveysAttributionPost-PurchaseCreator Attribution

How to Use a Post-Purchase Survey for Creator Attribution

Castlytics TeamFebruary 11, 20267 min read

Post-purchase surveys are one of the most underutilised tools in creator attribution. While most attribution methods rely on tracking codes and cookies, surveys ask customers directly: "How did you hear about us?"

The answer is often a creator or podcast that your digital tracking never recorded.

Why Post-Purchase Surveys Catch What Other Methods Miss

Consider the customer journey that attribution tools struggle most with:

  1. A listener hears your brand mentioned on a podcast for the first time
  2. They don't click anything, don't type a URL
  3. A few weeks later, they remember the brand and Google it
  4. They buy through your website — attributed to "organic search" in every tool you have

Your attribution tool correctly records this as organic search. But the real reason they searched was the podcast ad. Without a survey, you'd never know.

The post-purchase survey catches this because it asks at the moment of purchase — when the memory is fresh and the customer can tell you directly what influenced their decision.

Designing the Survey

The survey should be:

Short. One question. "How did you first hear about us?" with multiple choice answers and an "Other" free text option. If you add more questions, completion rates drop.

Placed correctly. The order confirmation page is the ideal location — the customer has just completed a purchase and is in a positive state. Email follow-ups work too, but completion rates are lower.

Specific enough to be useful. Your answer options should include the creators and channels you're actively advertising on:

How did you first hear about us?
○ The Leverage Pod
○ Founders Podcast
○ YouTube (specify below)
○ Instagram
○ TikTok
○ Google search
○ A friend or word of mouth
○ Other (please specify)

Update these options regularly to reflect your current campaign mix.

How Castlytics Matches Survey Responses to Campaigns

Castlytics includes a built-in post-purchase survey widget. When a customer selects a creator/podcast option, the response is automatically matched to the corresponding active campaign.

This creates a third attribution signal alongside link tracking and promo code matching:

| Signal | What It Captures | |---|---| | Tracking link | Same-device link clickers | | Promo code | Customers who remembered and used the code | | Survey | Customers who didn't click or use a code but remember the source |

Survey attribution is particularly valuable for capturing the organic-search buyers who were influenced by a podcast but have no other digital footprint from the campaign.

Setting Up the Survey Widget

In Castlytics Settings → Post-Purchase Survey:

  1. Enable the survey widget
  2. Set your question ("How did you hear about us?" is the proven default)
  3. Add your answer options — include each active campaign by creator name
  4. Copy the embed snippet to your order confirmation page:
<script src="https://castlytics.app/tracker.js"
  data-workspace-key="YOUR_KEY"
  data-survey="true"
  defer>
</script>

If you already have the tracking script installed, simply add data-survey="true" to the existing script tag.

The survey widget appears as a small, non-intrusive popup on the confirmation page. It doesn't affect page load speed and can be dismissed.

Interpreting Survey Data

Survey responses need context to be useful. A few things to keep in mind:

Survey data is directional, not precise. Customers who self-report hearing about you from a podcast may be estimating. They might actually have heard about you from a friend who heard the podcast, or seen a clip on social media. Survey data captures perceived attribution, not measured attribution.

Response rates are partial. Typically 15–35% of purchasers complete the survey. The rest either dismiss it or buy while distracted. Weight your conclusions accordingly — if 40 out of 200 buyers responded and 10 said "The Leverage Pod," the actual number influenced by that podcast is likely higher.

Survey responses complement, don't replace, signal-based attribution. In Castlytics, survey responses are reported separately from link and promo code attributions. They're not combined into your ROAS calculation (which would inflate numbers) but displayed as a separate dimension.

Use survey data to identify dark funnel volume. If 15% of respondents name a show where your link tracking only captured 5% of conversions, the gap represents your dark funnel from that campaign. This tells you the show is generating 3x more influence than your tracking alone shows.

Survey Response Patterns Worth Watching

High survey mentions + low tracking attribution = dark funnel campaign. This campaign is working harder than your numbers show. The audience responds to the ads but doesn't engage with the digital signals. Consider making the promo code more prominent in the ad read.

Low survey mentions for a heavily-attributed campaign. Link attribution is high but survey responses for that show are low. This might mean your tracking is over-attributing (e.g., the link is shared publicly outside the campaign). Investigate whether the link is appearing in places beyond your intended placement.

Consistent "word of mouth" responses. If "a friend told me" is your top survey response, you likely have high organic word of mouth. This is a signal to look at referral programs and community-building alongside paid advertising.

Creator names mentioned in "Other" text. Free text responses in "Other" often name creators you haven't thought to include in your dropdown. These are signals of organic creator advocacy — creators talking about your product without a paid arrangement. Worth reaching out to.

Combining All Four Attribution Signals

The most complete view of creator attribution comes from combining four signals:

  1. Tracking links — show notes clicks, deterministic same-device attribution
  2. Vanity paths — URL type-ins, deterministic
  3. Promo codes — checkout codes, deterministic cross-device attribution
  4. Survey responses — self-reported, directional, captures dark funnel

None of these is perfect alone. Together, they give you the fullest possible picture.

In practice, this looks like:

  • Total link + vanity path + promo conversions (your verified floor): 45 conversions
  • Survey responses naming the same show: 22 responses (out of 180 purchasers surveyed)
  • Survey response rate: ~25%
  • Implied total influenced: 45 verified + ~66 survey-implied = 111 estimated total

The "111 estimated total" won't appear in your attribution reports (survey data is directional), but it gives you a reasonable estimate for the actual revenue impact of the campaign — useful for internal planning and budget decisions.

A Note on Question Phrasing

"How did you first hear about us?" and "How did you hear about us?" produce different answers.

"First" anchors the customer to their initial discovery — which is often a podcast or creator. Without "first," customers often name the most recent touchpoint (Google search, retargeting ad) rather than the original influence.

For podcast attribution specifically, "How did you first hear about us?" is the more useful question because it captures the top-of-funnel influence where podcasts dominate.

Summary

Post-purchase surveys are the fourth attribution signal — the human-readable complement to your digital tracking. They're particularly valuable for capturing:

  • Organic-search buyers influenced by podcast ads
  • Cross-device buyers who remember the source but not the code
  • Early-touchpoint attribution that other signals can't reach

Set up takes under 10 minutes. The insight — knowing exactly how customers first discovered you — is worth far more than the setup effort.

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