B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
37
37 -- distributors sampled for digital shelf scoring for North American industrial distributors (2026)
Anglera sampled live product pages from 37 major distributors to score identifiers, content, pricing, and machine access.
Attribution:
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Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
37
Unit
Count
Data Vintage
2026
Entity
Sample Size
37
Geography
North America
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
Anglera
Primary
Tier B
https://www.anglera.com/blog/topic/distributor-playbooks ↗
Source Article
Distributor Playbooks
Original Research
Anglera
· Original study ↗
Methodology
Live product-page sampling scoring identifiers, content, pricing and machine access; revenue rank barely moved the needle
Methodology documented
Segmentation
IndustryRetail
Company SizeMid-market
RegionNorth America
Channelcontent
Cite this stat
Plain Text
North American industrial distributors: 37 distributors sampled for digital shelf scoring. Source: Anglera (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/distributor-product-page-sample-37
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<blockquote cite="https://lighthousedata.io/data/distributor-product-page-sample-37" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>37</strong> -- distributors sampled for digital shelf scoring for North American industrial distributors<br><small>Source: Anglera (2026) · <a href="https://lighthousedata.io/data/distributor-product-page-sample-37" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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