# French Real Estate Agents · Multi-Network CRM & Lead Export (`corent1robert/fr-realty-agents-hub`) Actor Turn public French property advisor directories into clean B2B and CRM-ready tables without maintaining nine separate scrapers. Choose one network per run—eXp France, megAgence, IAD, KW, Sextant, SAFTI, BSK, LF immo, or Les Porteclés. - **URL**: https://apify.com/corent1robert/fr-realty-agents-hub.md - **Developed by:** [Corentin Robert](https://apify.com/corent1robert) (community) - **Categories:** Real estate, Lead generation, Automation - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing from $9.99 / 1,000 results This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage. 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 realty networks — unified agent export **Stop rebuilding the same scrapers for every French network.** This Actor pulls **published advisor data** from major French real estate brands and delivers it in **one consistent dataset**—ready for CRM import, enrichment tools, or analysis—without maintaining nine separate integrations. --- ### Why teams use this | Benefit | What it means for you | |--------|------------------------| | **One schema everywhere** | Same column names (`network`, `sourceKey`, names, phones, emails when public, profile URLs, location fields, `extra` for brand-specific data). No more mapping eight different JSON shapes. | | **Pick the brand per run** | Need eXp this week and IAD the next? Change **one input field**—no new Actor, no new codebase. | | **Honest field coverage** | Empty cells mean *the public site doesn’t show that field*, not a broken run. The coverage table below sets expectations per brand. | | **CRM-friendly export** | Structured rows with stable `sourceKey` values you can dedupe on (`network:id`). Optional local CSV after `apify run` (semicolon, UTF-8 BOM). | | **Faster go-to-market** | Lead gen, market mapping, recruiter lists, or partner outreach—focus on outreach, not on fixing selectors for each franchise site. | --- ### Who it’s for - **Sales & growth teams** building prospect lists from public directories (always respect each brand’s terms and **GDPR**). - **Data & ops** who need repeatable runs and a single pipeline into Sheets, Airtable, or a warehouse. - **Agencies & consultants** comparing networks for clients—switch `network` instead of juggling multiple tools. --- ### Supported brands (one run = one network) Choose **`network`** in the input: | Value | Brand | Typical use | |-------|--------|----------------| | `exp_france` | eXp France | Large advisor directory; often includes professional email. | | `megagence` | megAgence | Strong phone + profile coverage; **no public email** on listings. | | `lf_immo` | LF immo | Directory or targeted profile URLs. | | `les_portecles` | Les Porteclés | Directory or profile URLs. | | `safti_france` | SAFTI France | Full directory scan then profile enrichment. | | `bsk_immobilier` | BSK Immobilier | JSON-backed directory; URL mode for hand-picked profiles. | | `sextant_france` | Sextant France | National map (`agents-map.htm`) or paste specific URLs; optional social + listing stats. | | `kw_france` | KW France | Full `/conseillers` list or paste KW profile URLs only. | | `iad_france` | IAD France | Public sitemap + agent JSON API; optional filters via Input JSON (`filterRegion`, `filterPostalCode`, listing/review thresholds). | The Console UI is intentionally minimal (**Brand** only). Power options (`maxResults`, URL-only modes, etc.) go through **Input JSON** or the **API**—see below. --- ### Field coverage (public data only) This Actor reads **what each site exposes on public pages**. Some brands never show email on the directory; others hide city split in the unified row—use the **profile URL** in `extra` / shared columns when needed. | Topic | eXp | megAgence | LF immo | Les Porteclés | SAFTI | BSK | Sextant | KW | IAD | |--------|-----|-----------|---------|---------------|-------|-----|---------|-----|-----| | Professional email | Often | **Not on public pages** | Often on profile | — | Often / heuristic | Often | Often | Often / API+heuristic | Pattern `slug@iadfrance.fr` (verify before outreach) | | Phone | Usually | Usually | Usually | — | Usually | Usually | Usually | Usually | Usually (decoded when API exposes hash) | | City / postal | Usually | Usually | See profile | Often | Often | Often | Often | — | Usually | | Profile URL | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | | RSAC / licence-style | Often | — | — | — | Often | Often | — | — | Often | | Lat / lng | — | Often | — | Often | Often | Often | Often (map mode) | — | — | Network-specific identifiers and extras (slugs, RSAC hints, listing counts, etc.) sit under **`extra`** so your main columns stay stable. --- ### How to run #### Apify Console (simplest) 1. Select **Brand** and start the run. 2. Default behavior for crawl-based networks = **full public directory** (same idea as the live site’s list or map). 3. Download the **Dataset** (JSON or export) when the run completes. #### Go further (API or Input JSON) | Need | What to pass | |------|----------------| | Limit rows for a test | `"maxResults": 50` (omit or `0` for no cap—within platform limits). **IAD France:** same key caps sitemap profiles before API fetch. | | **IAD-only filters** | `"filterRegion": ["Île-de-France"]`, `"filterPostalCode": "75"`, `filterMinPropertyCount`, `filterMaxPropertyCount`, `filterMinReviewsCount` (exact region label match for `filterRegion`) | | **Profile-only** mode (specific URLs, not the full directory) | `"directoryMode": "urls"` and `"profileStartUrls": ["https://…"]` — supported for LF immo, Les Porteclés, SAFTI, BSK, KW; Sextant also accepts `startUrls` / `profileStartUrls` to switch to URL mode | | LF immo legacy keys | `lfImmoMode` / `lfImmoStartUrls` still work in raw JSON | The input schema uses `additionalProperties: true`, so these keys work even when they’re not shown in the form. **Examples** ```json { "network": "exp_france", "maxResults": 50 } ```` ```json { "network": "megagence", "maxResults": 0 } ``` ```json { "network": "kw_france", "maxResults": 100, "directoryMode": "list" } ``` ```json { "network": "lf_immo", "maxResults": 30, "directoryMode": "list" } ``` ```json { "network": "safti_france", "maxResults": 25, "directoryMode": "list" } ``` *** ### Output - Every row: **`network`**, **`sourceKey`** (`network:stable-id`), shared fields when available, **`extra`** for anything brand-specific. - **Local runs:** after `apify run`, a **semicolon CSV** (UTF-8 BOM) can be written when the dataset is non-empty—handy for Excel in French locales. *** ### Local development ```bash cd fr-realty-agents-hub npm install echo '{"network":"megagence","maxResults":5}' > input.json apify run ``` *** ### Compliance & responsibility Data comes from **public** pages only. You are responsible for using it in line with each brand’s terms, **GDPR**, and applicable prospecting rules. This tool does not bypass logins or paywalls. *** ### Support & customization **Custom automation, extra networks, or white-label runs:**\ *** ### Technical notes (sources) - **eXp France:** Supabase REST (public anon key as used by the web app). - **megAgence:** JSON search API. - **LF immo / Les Porteclés:** HTML directory + Cheerio parsers. - **SAFTI France:** `__NEXT_DATA__` listing + profile HTML. - **BSK Immobilier:** Public agent search JSON API. - **Sextant France:** `agents-map.htm` (Windows-1252); optional fetches for social + listing pages. **LinkedIn AI enrichment** from the standalone Sextant Actor is **not** included in this hub. - **KW France:** Paginated list + profile HTML + AgentDetail API for emails. **LinkedIn AI enrichment** from the standalone KW Actor is **not** included in this hub. # Actor input Schema ## `network` (type: `string`): Which network should this run export? ## `maxResults` (type: `integer`): 0 = full result for that network. Use a small number for a quick test. ## `concurrency` (type: `integer`): Higher values can speed up saving large exports. ## `fetchTimeout` (type: `integer`): Maximum time to wait for each HTTP request. ## `pageSize` (type: `integer`): Only for eXp France: how many advisors are read per round trip. ## `listConcurrency` (type: `integer`): Parallel HTTP requests when scanning listing pages or fetching many profile URLs (LF immo, Les Porteclés, SAFTI listing, BSK listing, IAD France API). ## Actor input object example ```json { "network": "exp_france", "maxResults": 25, "concurrency": 55, "fetchTimeout": 60000, "pageSize": 500, "listConcurrency": 40 } ``` # Actor output Schema ## `dataset` (type: `string`): All rows — open Dataset or export CSV / Excel. ## `overview` (type: `string`): Slim columns: network, name, phone, profile. ## `runLog` (type: `string`): Progress while the run saves rows. # 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 = { "maxResults": 25 }; // Run the Actor and wait for it to finish const run = await client.actor("corent1robert/fr-realty-agents-hub").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 = { "maxResults": 25 } # Run the Actor and wait for it to finish run = client.actor("corent1robert/fr-realty-agents-hub").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 '{ "maxResults": 25 }' | apify call corent1robert/fr-realty-agents-hub --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=corent1robert/fr-realty-agents-hub", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "French Real Estate Agents · Multi-Network CRM & Lead Export", "description": "Turn public French property advisor directories into clean B2B and CRM-ready tables without maintaining nine separate scrapers. Choose one network per run—eXp France, megAgence, IAD, KW, Sextant, SAFTI, BSK, LF immo, or Les Porteclés.", "version": "1.4", "x-build-id": "WPQSbmJemWmW3rxQV" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/corent1robert~fr-realty-agents-hub/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-corent1robert-fr-realty-agents-hub", "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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/corent1robert~fr-realty-agents-hub/runs": { "post": { "operationId": "runs-sync-corent1robert-fr-realty-agents-hub", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/corent1robert~fr-realty-agents-hub/run-sync": { "post": { "operationId": "run-sync-corent1robert-fr-realty-agents-hub", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": [ "network" ], "properties": { "network": { "title": "Brand", "enum": [ "bsk_immobilier", "exp_france", "iad_france", "kw_france", "lf_immo", "les_portecles", "megagence", "safti_france", "sextant_france" ], "type": "string", "description": "Which network should this run export?", "default": "exp_france" }, "maxResults": { "title": "Max rows", "minimum": 0, "type": "integer", "description": "0 = full result for that network. Use a small number for a quick test.", "default": 0 }, "concurrency": { "title": "Save parallelism", "minimum": 3, "maximum": 100, "type": "integer", "description": "Higher values can speed up saving large exports.", "default": 55 }, "fetchTimeout": { "title": "Request timeout (ms)", "minimum": 15000, "type": "integer", "description": "Maximum time to wait for each HTTP request.", "default": 60000 }, "pageSize": { "title": "eXp: page size", "minimum": 50, "maximum": 1000, "type": "integer", "description": "Only for eXp France: how many advisors are read per round trip.", "default": 500 }, "listConcurrency": { "title": "Directory / profile fetch parallelism", "minimum": 5, "maximum": 80, "type": "integer", "description": "Parallel HTTP requests when scanning listing pages or fetching many profile URLs (LF immo, Les Porteclés, SAFTI listing, BSK listing, IAD France API).", "default": 40 } } }, "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 } } } } } } } } } } ```