B Evidence Grade B Graded under review Safe to Cite Current

35%

35% -- revenue share attributed to product recommendations for Amazon (2026)

2026  · Amazon

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Attribution: Amazon View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
35%
Unit
Percentage
Data Vintage
2026
Entity
Amazon
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Amazon Primary Tier C
https://www.flowcart.ai/blog/shopify-product-recommendations ↗
Confidence: 23/100 Vintage: 2026 Channel: Deep Crawl
Source Article
Shopify Product Recommendations: How to Set Them Up and Increase AOV
Key Takeaways Product recommendations, when done well, surface the right product to the right customer at the right moment. Simply put, they turn single-item orders into multi-product baskets and one-time buyers into repeat customers. Done poorly, they become background noise that customers scroll p…
Original Research
Amazon · Original study ↗

Widely cited benchmark referenced by the article; original Amazon methodology not stated in source.

Methodology documented
IndustryRetail Channelmulti-channel
Plain Text
Amazon: 35% revenue share attributed to product recommendations. Source: Amazon (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/amazon-recommendations-revenue-share-35
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<blockquote cite="https://lighthousedata.io/data/amazon-recommendations-revenue-share-35" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>35%</strong> -- revenue share attributed to product recommendations for Amazon<br><small>Source: Amazon (2026) · <a href="https://lighthousedata.io/data/amazon-recommendations-revenue-share-35" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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