# France PagesJaunes Scraper | B2B Leads (`happitap/france-pagesjaunes-business-scraper`) Actor Extract verified French businesses, real estate agencies, and local services from PagesJaunes.fr. Premium EU B2B leads. - **URL**: https://apify.com/happitap/france-pagesjaunes-business-scraper.md - **Developed by:** [HappiTap](https://apify.com/happitap) (community) - **Categories:** Lead generation, Real estate, Automation - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $4.00 / 1,000 results This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Actors are written with capital "A". ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. The best way to integrate Actors is as follows. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README ## France PagesJaunes Business Scraper **Extract verified French businesses, real estate agencies, and local services from PagesJaunes.fr.** The France PagesJaunes Scraper is an elite data extraction tool tailored for the European market. Secure high-value B2B leads, targeting France's vast network of professionals, artisans, and commercial enterprises. ### What can France PagesJaunes Scraper do? - ✅ **Extract EU B2B Leads** - Get business names, physical French addresses, and direct contact numbers. - ✅ **Target specific Industries** - Focus your search on real estate agencies (agence immobilière), restaurants, plumbers (plombier), or any professional category. - ✅ **Identify Local Footprint** - Target major economic hubs like Paris, Lyon, Marseille, or specific departments. - ✅ **Export formats** - Download data in JSON, CSV, Excel, or HTML formats. - ✅ **Integrations** - Connect seamlessly with API, webhooks, Make, or Zapier. - ✅ **No coding required** - Use our simple interface to start scraping immediately. ### Why scrape French Business Data? France is the second-largest economy in the EU. Sourcing B2B leads from PagesJaunes provides access to a highly developed market: - 🎯 **High-Ticket B2B Sales** - Connect with established French companies for SaaS, logistics, marketing, and consulting services. - 📊 **Real Estate Sourcing** - Extract contact information for hundreds of local real estate agencies for prop-tech sales. - 📍 **Targeted Local Services** - Find contact info for specific professionals like artisans, lawyers, or medical practices in any French city. ### What data can you extract? | Data Field | Description | Example | |------------|-------------|---------| | **businessName** | The name of the company | "Agence Immobilière Parisienne" | | **industry** | Business Category | "Agence immobilière" | | **address** | The full FR address | "12 Rue de la Paix, 75002 Paris" | | **phone** | Direct contact number | "+33 1 23 45 67 89" | | **website** | Company website | "https://www.example.fr" | | **listingUrl** | Link to the PagesJaunes listing | "https://www.pagesjaunes.fr/..." | ### How to scrape PagesJaunes data 1. **Click "Try for free"** to start using the actor. 2. **Enter your input** - Provide a search term (e.g., "agence immobilière") and a location (e.g., "Paris"). 3. **Configure options** - Set the maximum number of leads you want to extract. 4. **Start the scraper** - Click Start and let the actor do the work. 5. **Download results** - Export your leads as JSON, CSV, or Excel. ### Input Configure the scraper with these key settings: - **Search Query** - The specific business category or name (e.g., 'restaurant', 'plombier'). - **Location** - City, department, or region in France (e.g., 'Paris', 'Lyon'). - **Maximum Leads** - The total number of records to extract. - **Proxy Configuration** - Apify Residential Proxy (France targeted) is highly required to bypass European IP restrictions and Cloudflare protections. ### Output You can download data in multiple formats: - **JSON** - For developers and programmatic access - **CSV** - For easy import into Excel or CRM systems - **Excel** - Ready-to-use spreadsheet #### Output example ```json { "businessName": "Agence Immobilière Parisienne", "industry": "Agence immobilière", "address": "12 Rue de la Paix, 75002 Paris", "phone": "+33123456789", "website": "https://www.example.fr", "listingUrl": "https://www.pagesjaunes.fr/...", "scrapedAt": "2026-07-02T15:00:00Z" } ```` ### How much does it cost? This actor uses a Pay-Per-Event (PPE) pricing model tailored for premium European B2B leads: - **Base Fee**: $0.25 per start - **Lead Fee**: $4.00 per 1,000 business leads extracted ($0.004 per lead) **Free tier**: Apify provides $5 in free monthly credits, allowing you to extract over 1,100 premium French business leads for free! ### Is it legal to scrape? Yes, scraping publicly available data is generally legal. This Actor only extracts public information. **Best practices**: - Use the data ethically for B2B outreach in compliance with EU GDPR regulations and French CNIL guidelines. - Respect the target site's Terms of Service. - Ensure compliance with data privacy regulations when handling contact information. ### Integrations Connect with 1000+ apps: - **Google Sheets** - Auto-update spreadsheets with new leads. - **Slack** - Get notifications when scraping finishes. - **Webhooks** - Send data directly to your CRM. - **API** - Programmatic access for developers. *** **License**: Apache-2.0 | **Version**: 1.0.0 # Actor input Schema ## `keyword` (type: `string`): The specific business category or name (e.g., 'agence immobilière', 'restaurant', 'plombier'). ## `location` (type: `string`): City, department, or region in France (e.g., 'Paris', 'Lyon', 'Marseille'). ## `maxLeads` (type: `integer`): Maximum number of French business leads to extract. ## `proxyConfiguration` (type: `object`): Proxy settings. Apify Residential Proxy (France targeted) is highly required. ## Actor input object example ```json { "keyword": "agence immobilière", "location": "Paris", "maxLeads": 100, "proxyConfiguration": { "useApifyProxy": true } } ``` # Actor output Schema ## `results` (type: `string`): No description # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "keyword": "agence immobilière", "location": "Paris", "proxyConfiguration": { "useApifyProxy": true } }; // Run the Actor and wait for it to finish const run = await client.actor("happitap/france-pagesjaunes-business-scraper").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "keyword": "agence immobilière", "location": "Paris", "proxyConfiguration": { "useApifyProxy": True }, } # Run the Actor and wait for it to finish run = client.actor("happitap/france-pagesjaunes-business-scraper").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "keyword": "agence immobilière", "location": "Paris", "proxyConfiguration": { "useApifyProxy": true } }' | apify call happitap/france-pagesjaunes-business-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=happitap/france-pagesjaunes-business-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "France PagesJaunes Scraper | B2B Leads", "description": "Extract verified French businesses, real estate agencies, and local services from PagesJaunes.fr. Premium EU B2B leads.", "version": "1.0", "x-build-id": "cX8CiqIKig0Pik9w1" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/happitap~france-pagesjaunes-business-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-happitap-france-pagesjaunes-business-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/happitap~france-pagesjaunes-business-scraper/runs": { "post": { "operationId": "runs-sync-happitap-france-pagesjaunes-business-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/happitap~france-pagesjaunes-business-scraper/run-sync": { "post": { "operationId": "run-sync-happitap-france-pagesjaunes-business-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "required": [ "keyword", "location" ], "properties": { "keyword": { "title": "Search Query (Quoi, qui ?)", "type": "string", "description": "The specific business category or name (e.g., 'agence immobilière', 'restaurant', 'plombier')." }, "location": { "title": "Location (Où ?)", "type": "string", "description": "City, department, or region in France (e.g., 'Paris', 'Lyon', 'Marseille')." }, "maxLeads": { "title": "Maximum Leads", "minimum": 1, "type": "integer", "description": "Maximum number of French business leads to extract.", "default": 100 }, "proxyConfiguration": { "title": "Proxy Configuration", "type": "object", "description": "Proxy settings. Apify Residential Proxy (France targeted) is highly required." } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```