B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
20%
20% -- product return rate for Apparel ecommerce products (2026)
Apparel ecommerce products typically experience return rates between 20% and 40%.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
20%
Unit
Percentage
Data Vintage
2026
Entity
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Report Pundit
Primary
Tier C
https://www.reportpundit.com/post/mastering-shopify-refund-reports-drive-growth-and-improve-profitab… ↗
Source Article
Understand Shopify Refund Reports To Improve Margins And Customer Loyalty
Understand Shopify Refund Reports To Improve Margins And Customer Loyalty
Refunds are an inevitable part of running an eCommerce business. In contrast, they may seem like a setback, but having a well-structured refund system can provide valuable insights into product performance, customer behavior, …
Original Research
Report Pundit
· Original study ↗
Methodology
Range reported; midpoint 30% extracted. Source does not state methodology or original research basis.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Apparel ecommerce products: 20% product return rate. Source: Report Pundit (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/apparel-return-rate-2026
HTML Embed
<blockquote cite="https://lighthousedata.io/data/apparel-return-rate-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>20%</strong> -- product return rate for Apparel ecommerce products<br><small>Source: Report Pundit (2026) · <a href="https://lighthousedata.io/data/apparel-return-rate-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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