Latest guides
Attribution
Should Refunded Shopify Orders Count in a Discovery Survey?
Keep a buyer’s discovery answer after a refund. Match Shopify order IDs, handle partial refunds and compare order counts with the amount left after refunds.
4 min readSetup & Implementation
How to Show a Shopify Survey Only to Buyers of a Specific Product
Choose a product or variant ID for a Shopify post-purchase survey. Test a matching order, a different variant and a mixed cart before launch.
3 min readShopify How-Tos
How to A/B test a Shopify thank-you page survey question
Design a fair wording experiment for a Shopify post-purchase poll. Set the unit, outcome and stopping rule, then interpret a worked example with uncertainty.
3 min readShopify How-Tos
What belongs in the denominator of a Shopify post-purchase poll?
Calculate eligible-order yield, recorded exposure and answer share with a worked Shopify example. Use the right denominator when your survey response count changes.
3 min readShopify How-Tos
Trace a Shopify test order from the survey answer to the report
A repeatable receipt-to-report test for Shopify surveys. Match an order to its saved answers, inspect CSV rows and exclude test responses from analysis.
3 min readPost-Purchase Surveys
Will They Run Out Before the Next Refill? A Shopify Subscription Survey
Find the gap between a subscriber's chosen delivery schedule and expected usage. Use a sample coffee poll to decide which refill interval to test.
3 min readPost-Purchase Surveys
When a Variant Sells Out, Which Shopify Sales Are Substitutions?
Identify buyers who switched color, size, or product after a stockout. Use a thank-you-page poll and a dated inventory log to interpret the next reorder.
3 min readPost-Purchase Surveys
What Made That Size a Guess? A Shopify Thank-You-Page Poll for Apparel
Find the specific missing measurement behind a size decision, rewrite one product page, and compare buyer confidence with later fit-related exchanges.
3 min readPost-Purchase Surveys
Did Your Preorder Ship Date Land? Ask Buyers Right After Checkout
Check whether Shopify preorder buyers understood the promised shipping window. Get a copyable thank-you-page question, a batch-level example, and a retest plan.
3 min read