Guide
Marketplace lead generation with public-data sources
The strongest CrowdPull marketplace lead workflow starts with Facebook Marketplace for local listings, Craigslist for classifieds breadth, OfferUp and Mercari for resale inventory, and Zillow or Apartments.com when the lead type is property or rental related.
Quick start
Example input
Use this as a starting shape, not gospel. Run small first, check the fields, then adjust limits, filters, and source-specific options inside the Apify Actor UI.
{
"workflow": "Run one focused actor per source, export source URLs and IDs, deduplicate by URL/listing ID, then schedule repeat runs for only-new results."
}
Fields to collect
- listing title
- price
- location
- seller or source metadata
- source URL
- posted time
- deduplication key
- diagnostics
Best use cases
- used-equipment leads
- resale sourcing
- real estate leads
- seller monitoring
- local inventory discovery
Recommended workflow
How to keep the scrape useful after the first run
- Start with the smallest exact query that proves source access and field quality.
- Export source URLs and stable IDs so repeat runs can deduplicate correctly.
- Check diagnostics before treating empty, blocked, or partial runs as real market signals.
- Schedule repeat runs only after the first dataset has the fields and filters you need.
Recommended Actors
Start with these CrowdPull Actors
Public data Actor
CrowdPull Facebook Marketplace Scraper pulls public Marketplace search results into a dataset: title, price, location, photos, source link, listing ID, and enough diagnostics to tell whether the source was empty or blocked.
- Total users
- 430
- Bookmarks
- 7
- Status
- public
Run on Apify
Public data Actor
CrowdPull Craigslist Classifieds Scraper extracts public Craigslist listings across real estate, cars, jobs, gigs, services, for-sale, free stuff, community, and events.
- Total users
- 9
- Bookmarks
- 0
- Status
- public
Run on Apify
Public data Actor
CrowdPull OfferUp Scraper turns a local OfferUp search into rows you can sort: keyword, ZIP or location, radius, price, condition, posted time, image links, and listing URLs.
- Total users
- 30
- Bookmarks
- 1
- Status
- public
Run on Apify
Public data Actor
CrowdPull Mercari Listings Scraper extracts public Mercari search, item, and seller inventory data without login cookies for supported listing workflows.
- Total users
- 2
- Bookmarks
- 0
- Status
- public
Run on Apify
Public data Actor
CrowdPull Zillow Listings Scraper extracts public Zillow listing data for supported search and detail workflows, including property, price, location, and source URL fields.
- Total users
- 5
- Bookmarks
- 0
- Status
- public
Run on Apify
Public data Actor
CrowdPull Apartments.com Rentals Scraper extracts public Apartments.com rental listings by city, search URL, price, bedroom count, pet filters, and exact-city controls for rental-market research.
- Total users
- 8
- Bookmarks
- 0
- Status
- public
Run on Apify