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Automotive

Used Car Listing Collection at Scale

French automotive analytics startup

We replaced a cost-prohibitive third-party data provider with a custom scraping pipeline that collects 8 million+ used car listings per month at 85% lower cost. The client went from data dependency to full ownership of their core asset.

Industries Automotive
Location France
9M+
listings collected per month
-85%
data collection cost
4 weeks
to first results

The Challenge

The client’s business model depended on large-scale used car listing data, but their third-party provider charged roughly 0.10 EUR per listing. At the volumes needed to cover the market, the cost was unsustainable and capped the company’s growth.

The client sells market intelligence to car dealerships, insurers, and used car sellers. Their product depends on comprehensive, fresh listing data across the entire French used car market. At roughly 0.10 EUR per listing from external providers, scaling to full market coverage was economically impossible. The cost structure had been a constraint since the company’s founding, limiting both the depth and breadth of insights they could offer clients.

Used car listings from multiple platforms funnelling into a unified data pipeline

Our Approach

We built a custom scraping pipeline with proxy rotation and resilient extraction logic, designed to collect listings at scale from every major used car platform in France. The pipeline runs daily and feeds directly into the client’s analytics infrastructure. The project started with 3 sites and has expanded to cover the entire sector.

Before and after market coverage map of France showing transformation from sparse to comprehensive data

What We Built

Full-market coverage

Scraping agents collect from every major used car listing platform in France, giving the client exhaustive market visibility.

Proxy rotation and resilience

Built to handle anti-scraping protections at scale, with automatic recovery from blocks and layout changes.

Daily collection

Listings collected every day, keeping the client’s analytics current with the market.

Ongoing expansion

Started with 3 sites, now covers every relevant platform in the sector. New sources added as the market evolves.

Results

Monthly volume went from 1 million to over 9 million listings. Cost per listing dropped by 85%. The client gained full ownership of their data pipeline, eliminating dependency on third-party providers and gaining direct control over data quality. First results visible within 4 weeks.

Before & After

Metric Before After
Monthly listings collected 1 million 9 million+
Cost per listing ~0.10 EUR (third-party) 85% lower
Data pipeline ownership Third-party dependency Full in-house control
Platform coverage 3 sites Full sector coverage
Time to first results 4 weeks

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