B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
82%
82% -- mobile shopping share for Polish online shoppers (2025)
82% of online shoppers use smartphones as their primary purchase device according to a 2025 Gemius report.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
82%
Unit
Percentage
Data Vintage
2025
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
Gemius
Primary
Tier C
https://www.adtrip.pl/post/meta-ads-dla-sklepu-z-suplementami-dlaczego-advantage-plus-przepala-budze… ↗
Source Article
Meta Ads dla sklepu z suplementami: dlaczego Advantage+ przepala budzet i jak odbudowac ROAS w 90 dni | Adtrip Blog - Adtrip
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Original Research
Gemius
· Original study ↗
Methodology
Gemius 2025 report cited; share of online shoppers using smartphones as primary purchase device
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Polish online shoppers: 82% mobile shopping share. Source: Gemius (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/gemius-mobile-shopping-poland-2025
HTML Embed
<blockquote cite="https://lighthousedata.io/data/gemius-mobile-shopping-poland-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>82%</strong> -- mobile shopping share for Polish online shoppers<br><small>Source: Gemius (2025) · <a href="https://lighthousedata.io/data/gemius-mobile-shopping-poland-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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