E-commerce · n8n

Analyze Return Reasons to Fix the Root Causes

Turn returns into insight — categorize return reasons with AI, spot trends by product, and surface the fixable causes costing you the most.

difficulty Advancedsetup 40 minresult You see which products and reasons drive returns, enabling fixes that cut return rates and costs.—
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  1. 1

    Collect Returns

    Add a Schedule Trigger weekly and a Shopify node pulling recent returns with their reasons.

  2. 2

    Categorize the Reasons

    Add an OpenAI node grouping free-text reasons into clear categories like size, quality or expectation.

  3. 3

    Analyze by Product

    Add a Code node tallying return categories per product to find problem items.

  4. 4

    Report the Findings

    Add a Google Sheets node building a trend report highlighting the costliest fixable causes.

  5. 5

    Activate and Test

    Activate the workflow and run it over recent returns. Confirm the categories and trends make sense.

Frequently asked questions

What fixes come from this?

Common wins include better sizing guides, clearer photos and fixing quality issues on flagged products.

Can I act automatically?

Flag products above a return-rate threshold for review so the worst offenders get attention first.

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