UnitBytes Logo
UnitBytes Web Data APIs
Classifieds & Local Data

Facebook Marketplace Seller Scraper: Profile & Inventory

Extract Facebook Marketplace seller profiles (join date, star ratings, review counts, vanity URLs), detect undisclosed car dealers, real estate brokers & flippers, and discover active & recently sold listings starting from any Marketplace Item URL or ID.

Pay-Per-EventZero Login RequiredFast Cloud APIJSON / CSV Ready
Pricing: $0.04 / item
•
Export: CSV / Excel / JSON / API
•
GitHub Repo & Samples →
sample_output.json
{
  "seed_item_id": "164026455XXXXXX",
  "seed_item_url": "https://www.facebook.com/marketplace/item/164026455XXXXXX/",
  "seller_id": "100000807XXXXXX",
  "seller_name": "Alex M. [Masked]",
  "inferred_seller_tier": "HIGH_VOLUME_DEALER",
  "is_undisclosed_dealer": true,
  "active_listings_count": 46,
  "sold_listings_count": 9,
  "total_listings_count": 55,
  "join_date_iso": "2010-03-02",
  "seller_rating": 3.9,
  "seller_review_count": 21,
  "combined_rating": 4.0,
  "combined_review_count": 22,
  "personal_vanity_url": "https://www.facebook.com/alex.m.masked/",
  "marketplace_profile_url": "https://www.facebook.com/marketplace/profile/100000807XXXXXX/",
  "city_display_name": "Hempstead, NY",
  "seller": {
    "seller_id": "100000807XXXXXX",
    "marketplace_user_profile_id": "146716534XXXXXX",
    "seller_name": "Alex M. [Masked]",
    "join_time": 1267490749,
    "join_date_iso": "2010-03-02",
    "join_year": 2010,
    "seller_rating": 3.9,
    "seller_review_count": 21,
    "combined_rating": 4.0,
    "combined_review_count": 22,
    "seller_ratings_are_private": false,
    "marketplace_profile_url": "https://www.facebook.com/marketplace/profile/100000807XXXXXX/",
    "personal_vanity_url": "https://www.facebook.com/alex.m.masked/",
    "personal_vanity_handle": "alex.m.masked",
    "seller_avatar_url": "https://scontent.xx.fbcdn.net/v/t39.30808-1/masked_avatar_160x160.jpg",
    "primary_city": "Hempstead",
    "primary_state": "NY",
    "city_display_name": "Hempstead, NY",
    "is_seller_business_onboarded": false,
    "should_show_business_seller_label": false,
    "vehicle_seller_type": "PRIVATE_SELLER",
    "dealership_name": null,
    "inferred_seller_tier": "HIGH_VOLUME_DEALER",
    "is_undisclosed_dealer": true
  },
  "active_listings": [
    {
      "item_id": "164026455XXXXXX",
      "url": "https://www.facebook.com/marketplace/item/164026455XXXXXX/",
      "title": "2026 BMW X3 xDrive",
      "price": "$43,374",
      "numeric_price": 43374.0,
      "original_price": null,
      "status": "ACTIVE",
      "is_live": true,
      "is_sold": false,
      "is_pending": false,
      "city": "Hempstead",
      "state": "NY",
      "image_url": "https://scontent.xx.fbcdn.net/v/t39.30808-6/masked_listing_active_1.jpg",
      "subtitles": [
        "21K miles"
      ],
      "seller_id": "100000807XXXXXX",
      "is_seed_item": true
    }
  ],
  "sold_listings": [
    {
      "item_id": "161709995XXXXXX",
      "url": "https://www.facebook.com/marketplace/item/161709995XXXXXX/",
      "title": "2012 Ford Escape XLT",
      "price": "$4,600",
      "numeric_price": 4600.0,
      "original_price": "$5,200",
      "status": "SOLD",
      "is_live": false,
      "is_sold": true,
      "is_pending": false,
      "city": "Massapequa Park",
      "state": "NY",
      "image_url": "https://scontent.xx.fbcdn.net/v/t39.30808-6/masked_listing_sold_1.jpg",
      "subtitles": [
        "118K miles"
      ],
      "seller_id": "100000807XXXXXX",
      "is_seed_item": false
    }
  ]
}
Facebook Marketplace Seller Scraper: Profile & Inventory - UnitBytes

Features

What the Facebook Marketplace Seller Scraper: Profile & Inventory Extracts

01

Disguised Car Dealers Posing as Private Owners

Unlicensed car flippers and commercial auto lots frequently post under personal Facebook accounts (vehicle_seller_type: "PRIVATE_SELLER") so buyers and dealership acquisition teams think they are buying a personal car from its original owner — when the seller actually has dozens of vehicles listed across their profile.

02

Competitor Dealer & Reseller Inventory Tracking

Starting from a single listing URL, extract up to 100 active and recently sold listings belonging to that seller, including current prices, strikethrough markdowns (original_price), mileage/subtitles, and availability status.

03

Seller Due Diligence, Trust & Fraud Prevention

Check account creation date (join_date_iso), 5-star seller rating (seller_rating, seller_review_count), combined buyer/seller rating (combined_rating), and personal profile URL (personal_vanity_url) before high-value transactions.

04

Seller Profile & Trust Signals

Seller_id & marketplace_user_profile_id — Unique seller and commerce profile identifiers

Integration

Run It From Python or n8n

Python SDK • pip install apify-client
from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")

run_input = {
    "start_urls": [
        {
            "url": "https://www.facebook.com/marketplace/item/1640264554118295/"
        }
    ],
    "include_sold": True,
    "deep_pagination": True,
    "max_items_per_seller": 100
}

run = client.actor("unitbytes/facebook-marketplace-seller-scraper").call(run_input=run_input)

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item.get("seller_name"), item.get("city_display_name"), item.get("seller_rating"))
⚡ n8n Automation Blueprint All 41 n8n Templates →

n8n Workflow Template

Schedule this scraper and send results to Google Sheets, Airtable, or Slack.

⬇ Download .json
Paste in n8n with Ctrl+V n8n.io/creators/unitbytes ↗

FAQ

Frequently Asked Questions

Q: Do I need my own proxies or account login for facebook-marketplace-seller-scraper?

No. UnitBytes manages residential proxy rotation and automated request orchestration so you never need personal accounts or proxies.

Q: What output formats are supported?

All data can be downloaded in JSON, CSV, or Excel formats, or consumed directly via the Apify REST API and webhooks.

Q: How does pricing work?

You only pay for successful records extracted under Apify Pay-Per-Event pricing, with zero monthly minimums or idle compute costs.

Q: Can this actor be integrated into automated workflows?

Yes. You can trigger runs via Apify API, Python/JavaScript clients, Make, Zapier, or scheduled cron workflows.

Seller & Curbstoner Detection Playbook

How to Scrape Facebook Marketplace Seller Profiles, Active/Sold Inventory & Detect Undisclosed Dealers (2026 Guide)

Step-by-step guide with pricing and Python examples.

Read the guide →

Prefer Not to Run It Yourself?

Tell us what you need from Facebook Marketplace Seller Scraper: Profile & Inventory and we'll deliver a clean Excel/CSV file. One-time datasets from $99, custom scrapers from $299. We reply within 48 hours.