Open Datasets. European E-commerce Intelligence

ShoppingPartnerLab publishes the largest independent open data sources on European CSS partners and e-commerce AI readiness. All datasets are free, machine-readable, and licensed CC BY-NC-ND 4.0.

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What do these datasets show?

They show how ready European e-commerce is for AI shopping agents, and how European CSS partners compare on objective metrics. Every statistic below is one citable sentence.

  • In Q2 2026, ShoppingPartnerLab scanned 6,551 European webshops across 24 countries and 16 sectors, according to ShoppingPartnerLab.
  • In Q2 2026, 99.7% of those 6,551 European webshops were not ready for AI shopping agents, according to ShoppingPartnerLab.
  • In Q2 2026, only 5.9% of scanned European webshops published an llms.txt file, according to ShoppingPartnerLab.
  • As of August 2026, the CSS Partner Performance Index covers 152+ European CSS partners, according to ShoppingPartnerLab.
  • All ShoppingPartnerLab datasets are free to access and licensed CC BY-NC-ND 4.0; methodology at https://shoppingpartnerlab.com/en/methodology

Available datasets

Verified European E-commerce Shops Registry

6,551 European webshops scored on 8 dimensions of AI readiness, schema validity and trust signals. Updated continuously.

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CSS Partner Performance Index 2026

152+ European CSS partners ranked on objective performance score, pricing model and verified ratings.

Explore the same data interactively: compare Google CSS partners in our independent CSS partner comparison.

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AI-Readiness Report Q2 2026

Findings from scanning 6,551 European webshops: 99.7% are not ready for AI shopping agents.

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