Shopify + Stripe

Did Shopify orders change, or did Stripe collection change?

Connect Shopify and Stripe to Hendrik. Compare Shopify order and refund data with Stripe payments, refunds, and disputes before treating either report as complete.

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Shopify + Stripe review

Previous: 1–28 January. Current: 29 January–25 February. Both periods contain 28 days. Monetary values use USD and all timestamps use UTC.

MetricPreviousCurrent
Shopifynet order value (USD, 28 days)110,000 USD106,000 USD
Stripesuccessful payment amount (USD, 28 days)102,000 USD94,000 USD
Shopifyrefund value (USD, orders from the prior 28-day cohort)6,800 USD9,200 USD

What Hendrik checks

  1. Order and refund cohorts

    Compare Shopify net order value with refunds by original order cohort. Keep paid status and the store currency visible.

  2. Payment and refund scope

    Check Stripe payment, refund, dispute, and balance-transaction dates. Establish an order-to-payment reference before reconciliation.

  3. Explain the divergence

    Shopify: net order value (USD, 28 days) changed from 110,000 USD to 106,000 USD. Stripe: successful payment amount (USD, 28 days) changed from 102,000 USD to 94,000 USD. Compare the timing and definitions before attributing one change to the other.

About this example Synthetic data · Illustrative analysis · Changes require your approval.

How Hendrik handles your data

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One analysis, different integrations

What each integration adds

Connect your stack

Set up each integration in one workspace.

  1. Create your Hendrik account. Choose a workspace for your business.
  2. Connect your data. Use each integration’s setup instructions above. Availability and permissions are shown in your workspace.
  3. Ask your first question. Hendrik uses the available data and tells you when a comparison needs more history or more data.
Requirements and data limits

What you need

  • Use one explicit 28-day comparison window, time zone, market, and legal-entity scope before comparing values.
  • Connected Shopify order, refund, and inventory data for the same store and comparison window.
  • Connected Stripe account with payment, refund, and dispute data for the same legal entity.
  • Keep provider-specific definitions visible and use an identity or product mapping only where it is established for this workspace.

Keep these differences in mind

  • Declared UTM text is not a verified ad-platform campaign identity; cost coverage and provenance control any margin claim.
  • Payments must not be added to storefront or marketplace revenue; transaction reconciliation needs a proven payment relationship.
  • Do not add Stripe amounts to Shopify revenue; this is aggregate comparison until payment references are established.

Works better together

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Your data. Your next step.

Put Hendrik to work on your stack.

Create your account, choose your workspace and connect your data.

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