B Evidence Grade B Safe to Cite Recent

4

4 -- roas for ecommerce brands (2025)

2025  · n=18,000  · Shopify

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Attribution: Shopify View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
4
Unit
Multiple
Data Vintage
2025
Entity
ecommerce brands
Sample Size
18,000
B
Strong, reliable evidence

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

62/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
90
Citation Chain
90
Independence
30
Methodology
45
Freshness
95
Shopify Primary Tier B
https://www.shopify.com/au/enterprise/blog/44310083-warning-most-conversion-optimization-tips-are-bs… ↗
Confidence: 70/100 Vintage: 2025 Channel: Deep Crawl
Source Article
Customer Acquisition Metrics: 11 Key KPIs (2026) - Shopify Australia
Customer acquisition metrics measure how many new customers a business acquires and the costs associated with acquiring them. They help assess the performance of an acquisition model. In 2026, companies continue to track acquisition metrics as part of assessing their marketing efforts, as changes in…
Original Research
Shopify · Original study ↗

Triple Whale's analysis

Industrymarketing
Plain Text
ecommerce brands: 4 roas. Source: Shopify (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/google-ads-roas
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<blockquote cite="https://lighthousedata.io/data/google-ads-roas" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>4</strong> -- roas for ecommerce brands<br><small>Source: Shopify (2025) · <a href="https://lighthousedata.io/data/google-ads-roas" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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