B
Evidence Grade B
Graded
under review
Safe to Cite
Current
40%
40% -- product return rate reduction for Shopify customers (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
40%
Unit
Percentage
Data Vintage
2026
Entity
Geography
US
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Score breakdown
Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Sources (3)
Shopify
Primary
Tier B
https://www.modernretail.co/retailers/how-virtual-fitting-rooms-became-the-next-retail-battleground/ ↗
Source Article
How virtual fitting rooms became the next retail battleground
Also cited by
shopify.com
https://www.shopify.com/
2026-08-15
triplewhale.com
https://www.triplewhale.com/
2026-08-15
Original Research
Shopify
· Original study ↗
Methodology
Reported by Shopify through software integration
Segmentation
IndustryRetail
RegionUS
Channelmulti-channel
Cite this stat
Plain Text
Shopify customers: 40% product return rate reduction. Source: Shopify (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/shopify-ar-returns-reduction
HTML Embed
<blockquote cite="https://lighthousedata.io/data/shopify-ar-returns-reduction" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>40%</strong> -- product return rate reduction for Shopify customers<br><small>Source: Shopify (2026) · <a href="https://lighthousedata.io/data/shopify-ar-returns-reduction" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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