B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
49%
49% -- impulse purchase rate with personalized recommendations for online shoppers (2026)
49% of customers made an impulse purchase when brands provided personalized recommendations.
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
49%
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
appikon.com
Primary
Tier C
https://www.appikon.com/blog/pre-order-sales-strategy-shopify ↗
Source Article
How a Good Pre-order Sales Strategy Can Increase Your Shopify Store Sales
Original Research
appikon.com
· Original study ↗
Methodology
Cited study, original publisher not identified
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
online shoppers: 49% impulse purchase rate with personalized recommendations. Source: appikon.com (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/impulse-buy-personalized-recommendations
HTML Embed
<blockquote cite="https://lighthousedata.io/data/impulse-buy-personalized-recommendations" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>49%</strong> -- impulse purchase rate with personalized recommendations for online shoppers<br><small>Source: appikon.com (2026) · <a href="https://lighthousedata.io/data/impulse-buy-personalized-recommendations" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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