# Le Forem Scraper — Wallonia Job Listings (`blackfalcondata/leforem-scraper`) Actor Scrape leforem.be — Wallonia’s official employment portal with 40K+ listings. Contact name and email, hourly salary, and soft skills taxonomy per listing. Incremental mode detects new and changed listings. Compact output for AI agents and MCP workflows. - **URL**: https://apify.com/blackfalcondata/leforem-scraper.md - **Developed by:** [Black Falcon Data](https://apify.com/blackfalcondata) (community) - **Categories:** Jobs - **Stats:** 1 total users, 1 monthly users, 0.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing from $2.00 / 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 ### What does Leforem.be Scraper do? Leforem.be Scraper extracts structured listing data from [leforem.be](https://leforem.be) — including salary data, contact details, company metadata, full descriptions, and skill tags. It supports keyword search, location filters, and controllable result limits, so you can run the same query consistently over time. The actor also offers detail enrichment (full descriptions, company metadata, and contact information) where the source provides them, incremental monitoring that only returns new or changed results on recurring runs, and a compact output mode for AI-agent and MCP workflows. ### What data can you extract from leforem.be? Each result includes Core listing fields (`jobId`, `offreId`, `title`, `logoUrl`, `contractType`, `workRegime`, `workSchedule`, and `locations`, and more), detail fields when enrichment is enabled (`description`, `jobDescription`, `salaryBenefits`, and `benefitsComments`), contact and apply information (`contactEmail`, `contactName`, `contactFunction`, and `applyUrl`), and company metadata (`employerName`, `employerSector`, and `employerDescription`). In standard mode, all fields are always present — unavailable data points are returned as `null`, never omitted. In compact mode, only core fields are returned. Enable detail enrichment in the input to get richer fields such as full descriptions, company metadata, and contact information where the source provides them. ### Input The main inputs are a search keyword, an optional location filter, and a result limit. Additional filters and options are available in the input schema. Key parameters: - **`query`** — Search by profession name (e.g. "développeur", "infirmier", "chauffeur"). Matched against Le Forem's profession taxonomy. Leave empty to browse all listings. - **`location`** — City, commune, or arrondissement in Wallonia (e.g. "Liège", "Namur", "Charleroi"). Leave empty to search all Belgium. - **`contractType`** — Filter by contract type (e.g. "Durée indéterminée", "Intérimaire", "Durée déterminée"). - **`workRegime`** — Filter by work regime: "Temps plein" (full-time) or "Temps partiel" (part-time). - **`workSchedule`** — Filter by work schedule (e.g. "Travail de jour", "Travail posté 2 pauses", "Travail de nuit"). - **`educationLevel`** — Filter by required education level (e.g. "Baccalauréat", "Enseignement secondaire", "Master"). - **`experienceLevel`** — Filter by required experience (e.g. "Pas d'expérience", "Moins de 2 ans", "De 2 à 5 ans"). - **`sector`** — Filter by industry/activity sector (e.g. "Construction", "Soins de santé", "Activités liées à l'emploi"). - **`language`** — Filter by required language (e.g. "Français", "Néerlandais", "Anglais"). - **`certification`** — Filter by required certification (e.g. "Brevet de cariste", "Diplôme VCA"). - **`source`** — Filter by job board or source (e.g. "Le Forem", "Accent Job", "Manpower"). - **`sortBy`** — Sort results by date. Default is relevance order. - ...and 6 more parameters #### Input example ```json { "query": "développeur", "maxResults": 10, "includeDetails": true, "descriptionMaxLength": 0, "compact": false, "incrementalMode": false } ```` ### Output Each run produces a dataset of structured listing records. Results can be downloaded as JSON, CSV, or Excel from the Dataset tab in Apify Console. #### Example listing record ```json { "jobId": "6182a79c116819b7f34bca6ccbac9a59f9083bbc1cc3e4d5e37c80fecef55500", "offreId": "1851670", "title": "Project Engineer FR/ANG (H/F/X)", "employerName": "L.I.P. Belgique - L.I.P. Belgique", "logoUrl": "https://www.leforem.be/recherche-offres/api/document/logo/4218cdc8-bea0-4b8e-bd4e-08de8dbac3bc", "contractType": "Durée indéterminée", "workRegime": "Temps plein", "workSchedule": null, "locations": [ "Arrondissement de Mons" ], "languages": [ { "code": "EN", "libelle": "Anglais", "experience": "B2 - Avancé", "comment": "Bonne maitrise de l'anglais réquise. " } ], "contactEmail": "mons@groupelip.com", "contactName": "Julie Tourret", "contactFunction": null, "applyUrl": null, "positionsAvailable": 1, "sectors": [ "Activités des agences de placement de main-d'oeuvre" ], "isPostulable": true, "profession": "Responsable recherche-développement en industrie", "employerSector": "Activités des agences de placement de main-d'oeuvre", "description": "

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