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UnitBytes Enterprise Data Labs
Classifieds & Local Data

Facebook Marketplace Vehicle Scraper: Cars, VIN & Mileage

Scrape used cars, trucks, and motorcycles from Facebook Marketplace by city, ZIP code, make, model, year, and mileage. Extracts 17-digit VIN, odometer mileage, transmission, fuel type, and dealer vs. private seller status.

Pay-Per-EventZero Login RequiredFast Cloud APIJSON / CSV Ready
Pricing: $0.0015 / item
•
Latency: Sub-Second
•
Export: CSV / Excel / JSON / API
•
GitHub Repo & Samples →
sample_output.json
{
  "id": "1420973193459156",
  "url": "https://www.facebook.com/marketplace/item/1420973193459156/",
  "title": "2017 Toyota Camry · SE Sedan 4D",
  "price": "$10,600",
  "numeric_price": 10600.0,
  "currency": "USD",
  "listing_status": "ACTIVE",
  "year": 2017,
  "make": "Toyota",
  "model": "Camry",
  "trim": "SE Sedan 4D",
  "mileage": 95000,
  "transmission": "AUTOMATIC",
  "fuel_type": "GASOLINE",
  "exterior_color": "Silver",
  "interior_color": "Black",
  "vin": "4T1BF1FK5HU123456",
  "seller_type": "PRIVATE_SELLER",
  "seller_name": "Michael R.",
  "seller_id": "100003706980217",
  "seller_profile_url": "https://www.facebook.com/marketplace/profile/100003706980217/",
  "seller_rating": 4.9,
  "seller_review_count": 14,
  "city_slug": "losangeles"
}
Facebook Marketplace Vehicle Scraper: Cars, VIN & Mileage Banner - UnitBytes Enterprise Web Data Engine

Engine Architecture

Key Extraction Capabilities

Built specifically for high-throughput enterprise pipelines with zero credential leakage.

01

100% Upstream Vehicle Filtering

Filter directly on Facebook Marketplace by min_year, max_year, min_mileage, max_mileage, make, model, transmission (automatic / manual), and body_style (suv, sedan, truck, coupe, van).

02

Complete Automotive Specs

Automatically extracts year, make, model, trim, mileage, transmission, fuel_type, exterior_color, interior_color, and 17-character vin.

03

Private Seller vs. Dealership Detection

Distinguishes "PRIVATE_SELLER" from "DEALERSHIP", extracts 5-star seller_rating & seller_review_count, and scrapes full dealership/seller catalogs via /marketplace/profile/<id>/.

04

Multi-City & Batch Model Search

Search multiple cities or 5-digit US ZIP codes ("losangeles, dallas, 90210") and multiple models ("toyota camry, honda civic, ford f150") in a single run.

Developer & No-Code Automation

Integrate via Python SDK or 1-Click n8n Workflow

Run programmatically in 3 lines of Python or paste our ready-made workflow JSON directly onto your n8n canvas.

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

client = ApifyClient("YOUR_APIFY_TOKEN")

run_input = {
    "search_query": "toyota camry",
    "city_slug": "losangeles",
    "category": "vehicles",
    "min_price": 2000,
    "max_price": 15000,
    "max_results": 20,
    "days_since_listed": 7,
    "radius": 500
}

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

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item.get("title"), item.get("seller_name"), item.get("price"))
⚡ n8n Automation Blueprint All 33 n8n Templates →

Ready-to-Import n8n Workflow

Automate scheduled runs, normalize output fields, and pipe records directly into Google Sheets, Airtable, Slack, or OpenAI with zero code.

Pre-Wired 5-Node Pipeline:
Schedule → Set Token → UnitBytes API → CSV / Sheets
⬇ Download .json
Paste in n8n with Ctrl+V n8n.io/creators/unitbytes ↗

Technical Documentation

Frequently Asked Questions

Q: Do I need my own proxies or account login for facebook-marketplace-vehicle-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.

Classifieds Arbitrage Playbook

Automating Local Classifieds Arbitrage: Scraping Facebook Marketplace, Craigslist & OfferUp

Read our complete technical architecture guide, pricing breakdown, and production Python examples.

Read Engineering Guide →

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Done-For-You Datasets • Custom Scrapers • Enterprise SLAs

Need Custom Facebook Marketplace Vehicle Scraper: Cars, VIN & Mileage Data or a Dedicated Pipeline?

Need custom enterprise data integration, dedicated data pipelines, or high-volume warehouse exports? Tell us what data you need and we will deliver clean Excel / CSV / Google Sheets datasets, set up automated S3/BigQuery feeds, or build a custom pipeline for your team.

Option 1 • Fast Turnaround
Done-For-You CSV / Excel

Send us your search keywords, categories, or URLs. We run the extraction and email you a clean, ready-to-use Excel/CSV file within 24 hours.

Option 2 • Automated Stream
Scheduled Data Feeds

Hands-free daily, weekly, or real-time monitoring pushed directly to Google Sheets, Amazon S3, BigQuery, Snowflake, or Webhook.

Option 3 • Bespoke Build
Custom Scraper / New Site

Need custom fields added or a brand-new website reverse-engineered? We build, host, and maintain dedicated anti-bot engines.

Direct response from an engineer within 12 hours.
Prefer direct email? Write to us anytime at contact@unitbytes.com