Tracking Refunds & Returns Server-Side for Analytics Accuracy

Standard

Refunds and product returns are critical to eCommerce profitabilityโ€”but they are often missing from analytics platforms like GA4, Meta Ads, and Google Ads. This leads to inflated ROAS, misleading revenue reports, and misattributed campaign performance.

โœ… Why Track Refunds Server-Side?

Benefit Description
๐ŸŽฏ ROAS Accuracy Subtract refunded revenue from paid campaign ROI
๐Ÿ” Attribution Correction Remove conversions from misattributed campaigns
๐Ÿ”’ Privacy-First No frontend JS neededโ€”ensures GDPR/CCPA compliance
โš™๏ธ Backend Triggering Triggered directly from return/refund system
๐Ÿ“‰ LTV Accuracy Enables precise LTV and cohort modeling in GA4 & CRM


๐Ÿงฐ Prerequisites

  • GA4 property and Measurement Protocol API secret
  • Server-Side GTM set up on https://gtm.yourdomain.com
  • Access to your platform’s refund webhook, job scheduler, or API (Shopify, Stripe, BigCommerce, etc.)
  • Optional: Google Ads & Meta CAPI integration


๐Ÿš€ Step-by-Step Setup


๐Ÿ”น Step 1: Trigger Refund Event from Backend

Trigger a POST request to your ssGTM container when a refund is processed.

Example: Node.js Backend

const axios = require('axios');

app.post('/webhook/refund', async (req, res) => {
  const { transaction_id, user_id, value, items } = req.body;

  await axios.post('https://gtm.yourdomain.com/collect', {
    event_name: 'refund',
    event_time: Math.floor(Date.now() / 1000),
    transaction_id: transaction_id,
    user_id: user_id,
    value: value,
    currency: 'USD',
    items: items
  });

  res.status(200).send('Refund Tracked');
});

โœ… Fire this request from your refund system (e.g., Stripe Webhook, Shopify API)


๐Ÿ”น Step 2: Capture Refund Event in Server-Side GTM

Create a GA4 Client (if not set up already).

Create Event Data Variables in ssGTM:

  • event_name
  • transaction_id
  • value
  • currency
  • items
  • user_id


๐Ÿ”น Step 3: Create GA4 Refund Tag in ssGTM

Create a GA4 Event Tag with the following:

  • Event Name: refund
  • Measurement ID: Your GA4 Stream ID
  • API Secret: Your GA4 API secret (Admin > Data Streams > Measurement Protocol)
  • Parameters:
    • transaction_id: {{Event Data - transaction_id}}
    • value: {{Event Data - value}}
    • currency: {{Event Data - currency}}
    • items: {{Event Data - items}}

โœ… User Properties (Optional):

  • user_id: {{Event Data - user_id}}


๐Ÿ”น Step 4: (Optional) Google Ads Conversion Adjustment

Google Ads allows conversion retractions or value adjustments using the enhanced conversions adjustment API.

Use an HTTP Request Tag in ssGTM:

POST https://www.google-analytics.com/g/collect

{
  "conversion_action": "INSERT_YOUR_ACTION_ID",
  "adjustment_type": "RETRACTION",
  "order_id": "TX12345",
  "adjustment_date_time": "2025-05-30T12:00:00Z",
  "user_identifiers": [{
    "hashed_email": "HASHED_EMAIL",
    "user_agent": "Mozilla/5.0",
    "ip_address": "103.25.116.1"
  }]
}

โœ… Ensure the original order used Enhanced Conversion tags.


๐Ÿ”น Step 5: (Optional) Meta/Facebook Refund Attribution

Send a deduplicated refund event using Meta Conversions API (CAPI):

{
  "event_name": "Refund",
  "event_time": 1717058552,
  "event_id": "refund_ORD123",
  "action_source": "website",
  "user_data": {
    "em": "HASHED_EMAIL",
    "client_ip_address": "103.25.116.1",
    "client_user_agent": "Mozilla/5.0"
  },
  "custom_data": {
    "value": -129.99,
    "currency": "USD",
    "order_id": "ORD123"
  }
}

Send via an HTTP Request Tag in ssGTM to:

https://graph.facebook.com/v18.0/<PIXEL_ID>/events?access_token=<ACCESS_TOKEN>

โœ… Always include a negative value for refund and the original order ID.


๐Ÿ”น Step 6: GA4 Reporting Setup

  1. Go to Admin > Custom Dimensions
  2. Add refund_reason, is_partial_refund, etc. if you want detailed context
  3. In Explore, build a Refund-focused report:
    • Breakdown by source, campaign, item_name
    • Segment for users with at least 1 refund
    • Funnel with Purchase โ†’ Refund path

โœ… Refunds automatically reduce purchase revenue in GA4 when passed correctly with transaction_id.


๐Ÿ”น Step 7: Optional CRM/LTV System Integration

Forward refund events to your CRM (Salesforce, HubSpot) or data warehouse via Webhook Tag:

{
  "event": "refund",
  "transaction_id": "ORD123",
  "user_id": "USER001",
  "value": 129.99,
  "plan": "annual",
  "refunded_at": "2025-05-30T12:00:00Z"
}

Send via HTTP Request Tag in GTM server container.


๐Ÿ”น Step 8: QA & Validation

  • Use Server GTM Preview Mode
  • Confirm event name = refund
  • Check transaction ID matches original purchase
  • Validate in GA4 DebugView under Refund events
  • Use Realtime Report with transaction_id filter


๐Ÿ”’ Bonus: Handle Partial Refunds

For partial refunds:

  • Adjust value to reflect refunded portion
  • Modify items array to include only refunded SKUs

Example Partial Refund Payload:

{
  "transaction_id": "ORD123",
  "value": 49.99,
  "items": [
    {
      "item_id": "SKU001",
      "quantity": 1,
      "price": 49.99
    }
  ]
}

๐Ÿง  Best Practices

  • Store all refund events server-side for auditing
  • Hash emails before sending to Meta or Google Ads
  • Batch refund events in low-traffic hours using a job scheduler
  • Set up Looker Studio reports combining purchases and refunds
  • Use event_time to reflect real refund timestamps for delayed processing


๐Ÿ“ฆ Summary Table

Step Description
1 Trigger refund from backend
2 Parse in Server GTM
3 Send refund to GA4 with transaction_id
4 Adjust Google Ads conversions (optional)
5 Send Refund to Meta CAPI (optional)
6 Create GA4 custom dimensions and reports
7 Integrate with CRM/data warehouse
8 QA via GTM preview + GA4 DebugView


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