We extract business profiles, contact details, operating hours, SIRET numbers, and customer reviews from PagesJaunes. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Business Profiles objects from pagesjaunes.fr. All fields typed and schema-versioned.
"business_id": "pj_54829103", "name": "Plomberie Dupont", "category": "Plombier", "address": "14 Rue de la Paix", "city": "Paris", "postal_code": "75002", "phone_number": "01 42 68 55 99"
| # | business_id | name | category | address | city | postal_code |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Operating Hours objects from pagesjaunes.fr. All fields typed and schema-versioned.
"business_id": "pj_54829103", "monday_hours": "08:00-18:00", "tuesday_hours": "08:00-18:00", "wednesday_hours": "08:00-18:00", "thursday_hours": "08:00-18:00", "services_offered": "['Dépannage', 'Installation']", "payment_methods": "['Carte Bleue', 'Espèces']"
| # | business_id | name | monday_hours | tuesday_hours | wednesday_hours | thursday_hours |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from pagesjaunes.fr. All fields typed and schema-versioned.
"review_id": "rev_9928174", "business_id": "pj_54829103", "reviewer_name": "Jean Michel", "rating": 4.5, "review_text": "Intervention rapide et efficace.", "review_date": "2025-09-14"
| # | review_id | business_id | reviewer_name | rating | review_text | review_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Search Results objects from pagesjaunes.fr. All fields typed and schema-versioned.
"keyword": "plombier", "location": "Paris", "position": 3, "business_id": "pj_54829103", "name": "Plomberie Dupont", "is_sponsored": false, "rating": 4.5
| # | keyword | location | position | business_id | name | is_sponsored |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Accreditations objects from pagesjaunes.fr. All fields typed and schema-versioned.
"business_id": "pj_54829103", "certification_name": "Qualibat RGE", "issuing_body": "Qualibat", "eco_label": true, "handicap_access": false, "languages_spoken": "['Français', 'Anglais']"
| # | business_id | certification_name | certification_year | issuing_body | eco_label | handicap_access |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our PagesJaunes scraper navigates location-based queries, pagination limits, and Datadome protection to deliver structured B2B records. We handle proxy rotation and dynamic rendering automatically.
Extract name, address, SIRET, website, and metadata across all business categories.
Interact with obfuscated phone number elements to reveal and extract the full contact digits.
Capture star ratings, review text, publication dates, and owner responses across multiple pages.
Track organic versus sponsored visibility per keyword and city location.
Extract exact latitude and longitude coordinates embedded within the map interface.
Transform unstructured opening hours into normalised JSON schedules for every day of the week.
Bypass French anti-bot systems using residential IP rotation and browser fingerprinting.
Navigate the complex PagesJaunes taxonomy to extract businesses by niche subcategories.
Cross-reference SIRET and SIREN data with official registries for complete company profiles.
Brief in. Clean data out.
Provide keywords, categories, or French departments. We design the extraction schema together.
We configure crawlers, proxy rotation, session management, and Datadome bypass logic.
Schema validation, null-rate checks, and sample data review before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket or data warehouse on agreed cadence.
PagesJaunes uses aggressive anti-bot measures to protect its proprietary business graph. Here is how we maintain pipeline stability.
PagesJaunes relies heavily on Datadome. We use residential proxies paired with Playwright to generate realistic TLS and browser fingerprints, mimicking human navigation to avoid blocks.
Contact numbers are hidden behind JavaScript event listeners. Our scrapers execute the necessary clicks within a headless browser to reveal and capture the full phone number.
Search results on PagesJaunes are artificially capped. We segment queries by micro-regions and postal codes to ensure 100% data extraction without hitting pagination walls.
Requests originating outside France are heavily scrutinised. We route all traffic through French ISP residential proxies to maintain high trust scores.
Address formats vary wildly across different French regions. We parse and normalise street names, postal codes, and city names into structured fields.
Sales teams build targeted outreach lists with direct contact details and SIRET numbers for French businesses.
Agencies track organic ranking and review sentiment across multiple physical locations for their clients.
Analysts measure business density and competitor presence within specific French departments and cities.
Operations teams append accurate phone numbers and official registry identifiers to existing CRM records.
Brands monitor compliance, operating hours, and customer review scores across hundreds of franchisee locations.
Firms track category growth, new business registrations, and closure rates by region to inform investments.
"PagesJaunes holds the definitive graph of French local business, but accessing it at scale requires bypassing strict anti-scraping perimeters."
Extracting complete directories requires more than simple HTTP requests. You need French residential IPs, headless browsers to reveal contact details, and precise logic to segment queries past pagination limits. DataFlirt manages this infrastructure so you receive clean, queryable records.
Everything supported by our pagesjaunes.fr scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript rendering and interaction flows to reveal hidden data.
We maintain pools of residential ISP proxies specifically for the FR region to ensure high success rates against Datadome.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About pagesjaunes.fr scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available business information is generally permissible under applicable law. DataFlirt extracts only public directory data. We do not extract personal data or circumvent authentication walls. Clients must ensure their subsequent use of the data complies with GDPR and local regulations.
We use French residential ISP proxies and full Playwright browser sessions with realistic fingerprints. This setup mimics genuine user navigation, preventing the anti-bot systems from flagging our requests.
Yes. We segment broad queries by smaller geographical units, such as postal codes or specific neighbourhoods, ensuring the result set for each sub-query falls under the pagination limit.
Yes. Our Playwright integration clicks the necessary elements on the page to trigger the network request that reveals the complete phone number.
Yes. Pipelines can be configured to target specific geographic parameters, ranging from entire regions down to individual postal codes.
Pipelines can be configured to run daily, weekly, or monthly. The data is as fresh as the moment the crawl executes.
Yes. Where PagesJaunes lists the official company registry numbers, our scrapers extract and normalise them into dedicated fields.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a full extraction of a specific department or continuous monitoring of competitor reviews across France. Tell us what you need.
