B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
82%
82% -- smartphone shopping preference for Polish online shoppers (2025)
82% of Polish internet users/shoppers choose smartphones as their primary device for online shopping according to the Gemius E-commerce w Polsce 2025 report.
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Lighthouse Research Team
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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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Gemius
Primary
Tier B
https://www.adtrip.pl/post/wplyw-google-ads-na-roas-w-sklepach-shopify-dla-domu-i-ogrodu ↗
Source Article
Wpływ Google Ads na ROAS w sklepach Shopify dla Domu i Ogrodu | Adtrip Blog - Adtrip
Spis treści
Branża wyposażenia wnętrz i asortymentu ogrodniczego to środowisko o ogromnej konkurencyjności. Sklepy internetowe walczą o uwagę klienta, który szuka inspiracji do aranżacji przestrzeni, mebli na taras czy narzędzi do pielęgnacji trawnika. W tej rzeczywistości google ads to jedno z najs…
Original Research
Gemius
· Original study ↗
Methodology
Gemius E-commerce w Polsce 2025 report, cited by Adtrip
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Polish online shoppers: 82% smartphone shopping preference. Source: Gemius (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/poland-smartphone-shopping-82pct
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<blockquote cite="https://lighthousedata.io/data/poland-smartphone-shopping-82pct" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>82%</strong> -- smartphone shopping preference for Polish online shoppers<br><small>Source: Gemius (2025) · <a href="https://lighthousedata.io/data/poland-smartphone-shopping-82pct" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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