Leboncoin Scraper — France Classifieds Data

What does Leboncoin Scraper do?

Leboncoin Scraper extracts structured listing data from leboncoin.fr, France's largest classifieds marketplace — across real estate, vehicles, and consumer goods. Each result carries the price, location, and seller details, with typed vehicle fields (make, model, year, mileage) and real-estate fields (surface, rooms). It supports keyword and location search, paste-mode URLs, seller watchlists, and incremental tracking that returns only new or changed ads.

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Key features

• 🗂️ Every Leboncoin category, one actor — one actor covers every Leboncoin vertical — real estate, vehicles and consumer goods. Set one category or leave it empty. Typed realEstate, vehicle and generic objects keep cross-vertical columns clean.
• 👁️ Seller watchlist — pass seller IDs to watchSellerIds and each run returns only those sellers' current inventory — monitor a competitor dealership, agency or busy private seller. Pairs with incremental mode for change-only output.
• 🏢 Agency & professional-seller intelligence — every listing identifies its seller — sellerName, sellerType (pro vs private), storeName, activitySector, French sellerSiren, and store ratingScore/ratingCount. Switch mode to agencies to scrape professional pages directly, or filter by ownerType.
• 📧 Email + phone extraction — pull seller contacts into structured fields. includePhone adds revealedPhone (hasPhone flag); extractContacts mines extractedPhones, extractedEmails and extractedUrls from listing and seller profile — lead lists ready without a second pass.
• ♻️ Incremental mode — daily runs emit only listings that are new or whose price/condition changed since last run. Perfect for inventory-diff dashboards and competitive pricing alerts. Saves 80–95% on recurring monitoring.
• 🔔 Notifications — telegram / Slack / Discord / WhatsApp / webhook alerts on each run. Combine with incremental to ping only when prices or inventory actually move.
• 🔗 Paste-mode — paste any leboncoin.fr URL — single-listing pages, search-results, or category SEO URLs. Build the filter you want in the browser, copy, paste; the actor parses every query param.
• 📋 Detail enrichment — two-stage scraping — list first, then enrich each listing with the full detail-page payload. One input toggle controls the depth.
• 📦 Compact mode — light payload with core fields only — comparable rows across listings without HTML or metadata overhead. Perfect for pricing dashboards.

What data can you extract from Leboncoin?

Each result includes Core property fields (vertical, listingId, url, title, price, priceCents, currency, and categoryId, and more), detail fields when enrichment is enabled (description), and contact information (extractedPhones, extractedEmails, hasPhone, and revealedPhone). 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 and contact information where the source provides them.

Input

The main inputs are a search keyword and a result limit. Additional filters and options are available in the input schema.

Key parameters:

• query — Listing search keywords. Enter a single term or a JSON array for multi-query runs (e.g. ["vélo", "trottinette"]).
• category — Limit results to a specific Leboncoin category. Leave empty to search across all categories.
• mode — Switch between standard listings and professional seller/agency pages. (default: "listings")
• sort — Order in which results are returned. (default: "time")
• cityId — Internal city identifier. Overrides cityName and lat/lon when set. Most users should use cityName instead.
• cityName — City name (e.g. "Paris", "Lyon"). Resolved to the nearest known city. Ignored when cityId is set.
• lat — GPS latitude. Pair with lon. Ignored when cityId or cityName is set.
• lon — GPS longitude. Pair with lat.
• radiusKm — Search radius in kilometres around the resolved city.
• allowLowConfidence — When enabled, accepts a fuzzy or GPS-approximate city match instead of failing. Disable to prevent silent wrong-location results. (default: false)
• ownerType — Filter by seller type: private individuals, professional sellers, or both. (default: "all")
• priceMin — Only return listings priced at or above this value.
• ...and 30 more parameters

Input examples

Basic search — Keyword-driven search with a result cap.

→ Full payload per result — all standard fields populated where the source provides them.

{
  "mode": "listings",
  "query": "vélo",
  "maxResults": 50
}

Incremental tracking — Only emit properties that changed since the previous run with this stateKey.

→ First run builds the baseline state. Subsequent runs emit only records that are new or whose tracked content changed. Set emitUnchanged: true to include unchanged records as well.

{
  "query": "vélo",
  "maxResults": 200,
  "incrementalMode": true,
  "stateKey": "vélo-tracker"
}

Compact filtered output — Combine filters with compact mode for a lightweight AI-agent or MCP data source.

→ Core fields only — ideal for piping into LLMs or downstream tools without token overhead.

{
  "query": "vélo",
  "category": "1",
  "maxResults": 50,
  "compact": true
}

Output

Each run produces a dataset of structured property records. Results can be downloaded as JSON, CSV, or Excel from the Dataset tab in Apify Console.

Example property record

{
  "vertical": "generic",
  "listingId": "3128059187",
  "url": "https://www.leboncoin.fr/ad/telephones_objets_connectes/3128059187",
  "title": "IPhone 13 - Non reconditionné original 100%",
  "price": 190,
  "priceCents": 19000,
  "currency": "EUR",
  "categoryId": "17",
  "categoryName": "Téléphones & Objets connectés",
  "adType": "offer",
  "status": "active",
  "publishedAt": "2026-05-15 15:02:14",
  "indexDate": "2026-05-15 15:02:14",
  "contentHash": "84ae6748e9d37943696294fa83df3488e2f917b12a5551313e0409c6e71a4545",
  "city": "Paris",
  "zipcode": "75011",
  "department": "Paris",
  "region": "Ile-de-France",
  "lat": 48.86597,
  "lng": 2.36673,
  "sellerName": "FUTURX",
  "sellerType": "pro",
  "sellerId": "be2ed4b7-2448-409b-8747-953cb5ea1a25",
  "storeId": "81199770",
  "storeName": "FUTURX",
  "activitySector": "3",
  "noSalesmen": true,
  "sellerSiren": "983689290",
  "description": "Bonjour,\nNous sommes un magasin situé sur Paris 11 Eme.\nNos iPhone 13 sont à partir de 190€\nDisponible au 6 Rue voltaire 75011.\nLivraison dans toute la France 🇫🇷 \nFUTUR X. \nOuvert du lundi au samedi...",
  "favorites": 213,
  "imagesCount": 2,
  "imageUrls": [
    "https://img.leboncoin.fr/api/v1/lbcpb1/images/2e/7e/f2/2e7ef2685555445472a1f7781ee117bd48961e96.jpg?rule=ad-image",
    "https://img.leboncoin.fr/api/v1/lbcpb1/images/0c/9a/87/0c9a8766a043be0e62470b7c83d0e565ed3c9ca4.jpg?rule=ad-image"
  ],
  "thumbUrls": [
    "https://img.leboncoin.fr/api/v1/lbcpb1/images/2e/7e/f2/2e7ef2685555445472a1f7781ee117bd48961e96.jpg?rule=ad-thumb",
    "https://img.leboncoin.fr/api/v1/lbcpb1/images/0c/9a/87/0c9a8766a043be0e62470b7c83d0e565ed3c9ca4.jpg?rule=ad-thumb"
  ],
  "largeUrls": [
    "https://img.leboncoin.fr/api/v1/lbcpb1/images/2e/7e/f2/2e7ef2685555445472a1f7781ee117bd48961e96.jpg?rule=ad-large",
    "https://img.leboncoin.fr/api/v1/lbcpb1/images/0c/9a/87/0c9a8766a043be0e62470b7c83d0e565ed3c9ca4.jpg?rule=ad-large"
  ],
  "hasPhone": true,
  "attributes": {
    "activity_sector": "3",
    "rating_score": "0.97",
    "rating_count": "6",
    "stock_quantity": "1",
    "country_isocode3166": "FR",
    "condition": "tresbonetat",
    "phone_product": "smartphone",
    "phone_brand": "apple",
    "phone_model": "iphone13",
    "phone_color": "noir",
    "phone_memory": "128go",
    "shippable": "false",
    "is_import": "false",
    "spare_parts_availability": "1"
  }
}

Incremental fields

When incremental mode is on, each record also carries:

• changeType — one of NEW, UPDATED, UNCHANGED, REAPPEARED, EXPIRED. Default output covers NEW / UPDATED / REAPPEARED; set emitUnchanged: true or emitExpired: true to opt into the others.
• firstSeenAt, lastSeenAt — ISO-8601 timestamps tracking the listing across runs.
• isRepost, repostOfId, repostDetectedAt — populated when a new listing matches the tracked content of a previously expired one. Set skipReposts: true to drop detected reposts from the output.

How to scrape Leboncoin

1. Go to Leboncoin Scraper in Apify Console.
2. Enter a search keyword.
3. Set maxResults to control how many results you need.
4. Enable includeDetails if you need full descriptions, contact info.
5. Click Start and wait for the run to finish.
6. Export the dataset as JSON, CSV, or Excel.

Use cases

• Extract property data from Leboncoin for market research and competitive analysis.
• Track pricing trends across regions and categories over time.
• Monitor new and changed properties on scheduled runs without processing the full dataset every time.
• Feed structured data into AI agents, MCP tools, and automated pipelines using compact mode.
• Export clean, structured data to dashboards, spreadsheets, or data warehouses.
• Benchmark seller / dealer reputation using rating fields.

How much does it cost to scrape Leboncoin?

Leboncoin Scraper uses pay-per-event pricing. You pay a small fee when the run starts and then for each result that is actually produced.

• Run start: $0.005 per run
• Per property (primary event): $0.00069

You are billed only for the events your run actually triggers. Prices below are the Free plan tier.

Event	Price (Free tier)	Charged when
Actor Start	$0.005 (one-time)	Charged when the Actor starts running. Number of events charged depends on Actor memory (one event per GB, minimum one event).
Result (primary)	$0.00069	Single result in the default dataset.
Phone Number Revealed	$0.004	Charged once each time a seller phone number is successfully revealed and returned in a result.

Example costs (primary event only — other events above add cost when they fire):

• 10 results: $0.012
• 25 results: $0.022
• 100 results: $0.074
• 200 results: $0.14
• 500 results: $0.35

Example: recurring monitoring savings

These examples compare full re-scrapes with incremental runs at different churn rates. Churn is the share of properties that are new or whose tracked content changed since the previous run. Actual churn depends on your query breadth, source activity, and polling frequency — the scenarios below are examples, not predictions.

Example setup: 100 results per run, daily polling (30 runs/month). Event-pricing examples scale linearly with result count.

Numbers below are for the primary Result event. Other events (Phone Number Revealed) are billed separately when they fire.

Churn rate	Full re-scrape run cost	Incremental run cost	Savings vs full re-scrape	Monthly cost after baseline
5% — stable niche query	$0.07	$0.00845	$0.07 (89%)	$0.25
15% — moderate broad query	$0.07	$0.02	$0.06 (79%)	$0.46
30% — high-volume aggregator	$0.07	$0.03	$0.05 (65%)	$0.77

Full re-scrape monthly cost at daily polling: $2.22. First month with incremental costs $0.32 / $0.52 / $0.82 for the 5% / 15% / 30% scenarios because the first run builds baseline state at full cost before incremental savings apply.

Platform usage (compute and proxies) is billed separately by Apify based on actual consumption. Incremental runs consume less on result processing, though fixed per-run overhead stays the same.

FAQ

How many results can I get from Leboncoin?

The number of results depends on the search query and available properties on Leboncoin. Use the maxResults parameter to control how many results are returned per run.

Does Leboncoin Scraper support recurring monitoring?

Yes. Enable incremental mode to only receive new or changed properties on subsequent runs. This is ideal for scheduled monitoring where you want to track changes over time without re-processing the full dataset.

Can I integrate Leboncoin Scraper with other apps?

Yes. Leboncoin Scraper works with Apify's integrations to connect with tools like Zapier, Make, Google Sheets, Slack, and more. You can also use webhooks to trigger actions when a run completes.

Can I use Leboncoin Scraper with the Apify API?

Yes. You can start runs, manage inputs, and retrieve results programmatically through the Apify API. Client libraries are available for JavaScript, Python, and other languages.

Can I use Leboncoin Scraper through an MCP Server?

Yes. Apify provides an MCP Server that lets AI assistants and agents call this actor directly. Use compact mode, descriptionMaxLength, a single descriptionFormat, and excludeEmptyFields to keep payloads manageable for LLM context windows.

Is it legal to scrape Leboncoin?

This actor extracts publicly available data from Leboncoin. Web scraping of public information is generally considered legal, but you should always review the target site's terms of service and ensure your use case complies with applicable laws and regulations, including GDPR where relevant.

Your feedback

If you have questions, need a feature, or found a bug, please open an issue on the actor's page in Apify Console. Your feedback helps us improve.

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Getting started with Apify

New to Apify? Create a free account with $5 credit — no credit card required.

1. Sign up — $5 platform credit included
2. Open this actor and configure your input
3. Click Start — export results as JSON, CSV, or Excel

Need more later? See Apify pricing.