B
Evidence Grade B
Graded
under review
Safe to Cite
Current
4x
4x -- roi for Attribuly cart recovery automation (spend-to-return) (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
How we verify data →
Source verified
Evidence graded
Value
4x
Unit
Ratio
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Attribuly
Primary
Tier B
https://attribuly.com/lp/cart-recovery-automation/ ↗
Source Article
Abandoned Cart Recovery for Shopify
Original Research
Attribuly
· Original study ↗
Methodology
Vendor guarantee claim, also stated as 'Spend $1, get $4 back' (4:1 return on spend). Promotional guarantee, not an independently measured benchmark; no methodology stated.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Attribuly cart recovery automation (spend-to-return): 4x roi. Source: Attribuly (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/attribuly-cart-recovery-roi-claim
HTML Embed
<blockquote cite="https://lighthousedata.io/data/attribuly-cart-recovery-roi-claim" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>4x</strong> -- roi for Attribuly cart recovery automation (spend-to-return)<br><small>Source: Attribuly (2026) · <a href="https://lighthousedata.io/data/attribuly-cart-recovery-roi-claim" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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