# Welcome to the Jungle Jobs Scraper (`crawlerbros/welcome-to-the-jungle-scraper`) Actor Scrape job listings from Welcome to the Jungle - the leading French job board with 100K+ listings. Search by keyword, location, contract type, and remote preference. No account required. - **URL**: https://apify.com/crawlerbros/welcome-to-the-jungle-scraper.md - **Developed by:** [Crawler Bros](https://apify.com/crawlerbros) (community) - **Categories:** Jobs, Automation, Lead generation - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing from $3.00 / 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. Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have. 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 ## Welcome to the Jungle Jobs Scraper Extract job listings from [Welcome to the Jungle](https://www.welcometothejungle.com) — the leading French job board with over 100,000 active listings from top companies worldwide. Search by keyword, location, contract type, and remote preference. No account or API key required. ### What You Can Scrape - **Job title, company name, and company logo** - **Location** (city, country, all office locations) - **Contract type** (full-time, part-time, internship, freelance, apprenticeship, VIE, etc.) - **Remote policy** (fully remote, hybrid, on-site, occasionally remote) - **Salary range** (when disclosed) - **Job description and key missions** - **Publication date** - **Direct application URL** - **Industry sectors and job categories** - **Required experience and education level** - **Company benefits** ### Input Parameters | Parameter | Type | Description | |---|---|---| | `searchQuery` | string | Job title or keywords (e.g. `"software engineer"`, `"data scientist"`) | | `location` | string | City or country filter (e.g. `"Paris"`, `"London"`, `"France"`) | | `contractType` | select | Filter by contract: Full-Time, Internship, Freelance, etc. | | `remote` | select | Remote policy: Fully Remote, Hybrid, On-Site Only, Occasionally Remote | | `language` | select | Language of job listings: English (en), French (fr), German, Spanish, etc. | | `maxItems` | integer | Maximum number of results to return (1–500, default 25) | ### Output Fields Each job listing record contains: | Field | Description | |---|---| | `jobId` | Unique job identifier | | `title` | Job title | | `companyName` | Hiring company name | | `companySlug` | Company URL slug | | `companyLogoUrl` | Company logo image URL | | `location` | Human-readable location string | | `cities` | List of office cities | | `countries` | List of office countries | | `contractType` | Contract type (readable label) | | `contractTypeRaw` | Raw contract type from API | | `remote` | Remote policy (readable label) | | `remoteRaw` | Raw remote value from API | | `salary` | Salary range string (if disclosed) | | `salaryCurrency` | Salary currency code | | `description` | Job summary / description | | `keyMissions` | List of key responsibilities | | `publishedAt` | Publication timestamp (ISO 8601) | | `publishedAtDate` | Publication date (YYYY-MM-DD) | | `applicationUrl` | Direct URL to apply | | `sourceUrl` | Source job listing URL | | `sectors` | Industry sectors | | `sectorCategories` | Top-level industry categories | | `professionCategory` | Job profession category | | `professionSubCategory` | Job profession sub-category | | `jobTitle` | Standardized job title | | `experience` | Minimum experience required | | `educationLevel` | Required education level | | `benefits` | List of company benefits | | `jobLanguage` | Language of the job posting | | `contractDurationMinMonths` | Minimum contract duration (internships/temp) | | `contractDurationMaxMonths` | Maximum contract duration (internships/temp) | | `wkReference` | Internal WTTJ reference code | | `scrapedAt` | Scrape timestamp | ### Example Use Cases - **Job market research** — track job trends, salary ranges, and in-demand skills - **Competitive intelligence** — monitor hiring activity at specific companies - **Recruitment analytics** — analyze which companies are hiring most in a sector - **Career exploration** — discover job opportunities across industries and locations - **Salary benchmarking** — compare compensation across roles and geographies ### Sample Output ```json { "jobId": "3404cbcd-f5a6-427b-99c0-003d3c31b227", "title": "Software Engineer Fullstack Python/React", "companyName": "AXA", "companySlug": "axa", "location": "Paris, France", "cities": ["Paris"], "countries": ["France"], "contractType": "Full-Time", "remote": "Hybrid", "salary": "50,000 EUR/year", "description": "Join our team as a Fullstack developer...", "publishedAt": "2026-05-29T01:01:00Z", "applicationUrl": "https://www.welcometothejungle.com/en/companies/axa/jobs/software-engineer-fullstack-python-react_paris", "sectors": ["Banking", "Insurance", "FinTech / InsurTech"], "professionCategory": "Tech & Engineering", "experience": "6 years", "benefits": ["Flexible working hours", "Professional development plan"], "scrapedAt": "2026-05-29T10:00:00+00:00" } ```` ### Frequently Asked Questions **Does this require a Welcome to the Jungle account?** No. The scraper uses publicly accessible search endpoints and requires no login or API key. **How many jobs can I scrape?** Up to 500 jobs per run. Welcome to the Jungle has 100,000+ active listings. **Can I search in French?** Yes. Set `language` to `fr` to search the French-language job index. **Does it support location filtering?** Yes. Enter a city (e.g. `"Paris"`, `"Lyon"`) or country (e.g. `"France"`, `"Germany"`) in the `location` field. **Are salary details always available?** No. Salary is only included when the company has chosen to disclose it in their listing. **What contract types are supported?** Full-Time, Part-Time, Internship, Apprenticeship, Freelance/Consulting, Temporary (CDD), VIE (International Corporate Volunteer), Graduate Program, Volunteer, and Other. **What remote options can I filter by?** Fully Remote, Hybrid (Partial Remote), Occasionally Remote, and On-Site Only. **How fresh is the data?** Listings are pulled in real-time from Welcome to the Jungle's search index. Publication dates are included for each listing. **Can I filter by industry?** Sector/industry data is included in the output for each job (as `sectors` and `sectorCategories` fields). Currently, search is by keyword — industry filtering is available via the search query. **Is this scraper free to use?** Yes. It requires no proxy, no cookies, and no paid Apify subscriptions. # Actor input Schema ## `searchQuery` (type: `string`): Job title, keywords, or skills to search for (e.g. 'software engineer', 'product manager', 'data scientist'). ## `location` (type: `string`): City or country to filter results (e.g. 'Paris', 'London', 'France'). Leave empty for all locations. ## `contractType` (type: `string`): Filter by employment contract type. ## `remote` (type: `string`): Filter by remote work arrangement. ## `language` (type: `string`): Language of the job postings to search. 'en' searches the English-language index; 'fr' searches French listings. ## `maxItems` (type: `integer`): Maximum number of job listings to return (1–500). ## Actor input object example ```json { "searchQuery": "software engineer", "contractType": "", "remote": "", "language": "en", "maxItems": 25 } ``` # Actor output Schema ## `jobs` (type: `string`): Dataset containing all scraped job listings. # 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 = { "searchQuery": "software engineer", "contractType": "", "remote": "", "language": "en", "maxItems": 25 }; // Run the Actor and wait for it to finish const run = await client.actor("crawlerbros/welcome-to-the-jungle-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 = { "searchQuery": "software engineer", "contractType": "", "remote": "", "language": "en", "maxItems": 25, } # Run the Actor and wait for it to finish run = client.actor("crawlerbros/welcome-to-the-jungle-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 '{ "searchQuery": "software engineer", "contractType": "", "remote": "", "language": "en", "maxItems": 25 }' | apify call crawlerbros/welcome-to-the-jungle-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=crawlerbros/welcome-to-the-jungle-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Welcome to the Jungle Jobs Scraper", "description": "Scrape job listings from Welcome to the Jungle - the leading French job board with 100K+ listings. Search by keyword, location, contract type, and remote preference. No account required.", "version": "1.0", "x-build-id": "iRJl1LXmzvDOQbzGr" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/crawlerbros~welcome-to-the-jungle-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-crawlerbros-welcome-to-the-jungle-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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/crawlerbros~welcome-to-the-jungle-scraper/runs": { "post": { "operationId": "runs-sync-crawlerbros-welcome-to-the-jungle-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/crawlerbros~welcome-to-the-jungle-scraper/run-sync": { "post": { "operationId": "run-sync-crawlerbros-welcome-to-the-jungle-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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", "properties": { "searchQuery": { "title": "Search query", "type": "string", "description": "Job title, keywords, or skills to search for (e.g. 'software engineer', 'product manager', 'data scientist')." }, "location": { "title": "Location", "type": "string", "description": "City or country to filter results (e.g. 'Paris', 'London', 'France'). Leave empty for all locations." }, "contractType": { "title": "Contract type", "enum": [ "", "full_time", "part_time", "internship", "apprenticeship", "freelance", "temporary", "vie", "graduate_program", "volunteer", "other" ], "type": "string", "description": "Filter by employment contract type.", "default": "" }, "remote": { "title": "Remote policy", "enum": [ "", "fulltime", "partial", "punctual", "no" ], "type": "string", "description": "Filter by remote work arrangement.", "default": "" }, "language": { "title": "Job listing language", "enum": [ "en", "fr", "de", "es", "it", "pt" ], "type": "string", "description": "Language of the job postings to search. 'en' searches the English-language index; 'fr' searches French listings.", "default": "en" }, "maxItems": { "title": "Max items", "minimum": 1, "maximum": 500, "type": "integer", "description": "Maximum number of job listings to return (1–500).", "default": 25 } } }, "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 } } } } } } } } } } ```