Web Scraping Services in France

French rules require certain product categories to display a repairability score and an environmental contribution amount. Both appear as structured values on product pages.

Why this is unusually valuable

• The repairability index is a numeric score on a published scale, so it is directly comparable across products and retailers — a rare property for a sustainability-adjacent metric.
• It is a competitive fact rather than an opinion. Your score against a rival's is not something either party can spin.
• The eco-participation fee is part of what the customer pays, displayed separately from the headline price, so ignoring it understates French cost.
• Absence where a category should carry a field is itself a compliance observation.

We capture both as published, with a missing flag where a category should carry one and does not, and a conflict flag where two sellers on one product declare different scores. We do not verify either figure — both are declared under a regulatory scheme and validating them requires the underlying assessment, not the displayed number.

For anyone selling electronics or furniture into France, the repairability score is the cheapest competitive intelligence available and it is sitting unused on every product page. Detail on our Cdiscount service.

Sale timing in France is regulated, with defined windows. Most markets do not have this, and it is quietly useful.

• Base price is observable outside the window, so depth is measured against a real reference rather than a retailer-displayed one.
• Window boundaries are known, so collection can guarantee captures either side.
• Sale and non-sale periods are cleanly separable, which stops a price index showing a market-wide crash that is a scheduled regulated event.
• Out-of-window discounting is a distinct observation worth flagging.

We record sale_period as context on every observation within a regulated window, and guarantee captures at boundaries where the window matters to your analysis. The same discipline as the Australian specials cycle, with the advantage that the calendar is set externally rather than by the retailer.

On the privacy side our position is unchanged from every GDPR market: public business and product data only, no personal data resale, no patient data, B2B contact data only with a documented lawful basis, and a written methodology document per source before signature. CNIL's published guidance on data collection informs how we document scope; it does not require us to hold a different position here than elsewhere in the EU.