Propwire Real Estate Leads Scraper

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Extract US real estate leads from propwire.com — 11M+ properties with owner info, estimated equity, MLS status, tax records, and 40+ lead-type flags (absentee owner, high-equity, free-and-clear, vacant, pre-foreclosure, cash buyer, etc.). Ideal for wholesalers, investors, and real-estate pros looking for motivated sellers.

Features

• 45 output fields per property — complete flat schema with typed defaults (zero nulls)
• 11M+ properties indexed — nationwide US coverage
• 40+ lead-type flags — filter or post-filter by absentee_owner, high_equity, vacant_home, cash_buyer, preforeclosure, free_and_clear, out_of_state_owner, and more
• Owner details — owner name(s), mailing address (for wholesaling / direct mail campaigns)
• Valuation data — estimated market value, equity, LTV, price per square foot, tax assessed values
• Ownership history — last sold price + date, months/years of ownership
• Search by city, state, or ZIP — mix any combination of locations per run
• No proxy, no cookies, no login — uses an anonymous JWT issued by Propwire's public free-skip-trace landing page
• Zero nulls — every field has a typed default for predictable downstream processing

Input

Example Input

{
"locations":["Miami, FL","Austin, TX","90210"],
"leadTypes":["high_equity","absentee_owner"],
"maxItems":100
}

State-level search:

{
"locations":["FL"],
"leadTypes":["vacant_home"],
"maxItems":500
}

Output

Each property has 45 fields. All fields are always present — empty string, zero, false, or empty array as typed defaults, never null.

Identity & Location

Property Specs

Valuation

Owner

MLS Status

Tax & Leads

Metadata

Example Output

{
"id":88459,
"url":"https://propwire.com/realestate/1914-nw-49th-st-miami-fl-33142/88459",
"address":"1914 Nw 49th St",
"city":"Miami",
"state":"FL",
"zip":"33142",
"latitude":25.819639,
"longitude":-80.228871,
"propertyType":"SFR",
"bedrooms":1,
"bathrooms":1,
"livingAreaSf":862,
"lotSizeSf":4796,
"lotSizeAcres":0.110101,
"yearBuilt":1952,
"estimatedValue":369175,
"estimatedEquity":308897,
"estimatedEquityPercentage":84,
"lastSoldDate":"2006-07-20",
"lastSoldPrice":175000,
"yearsOfOwnership":18,
"ownerName":"1914 RENTAL LLC",
"ownerOccupied":false,
"ownerMailingAddress":"7901 4TH ST N STE 300",
"ownerMailingCity":"ST PETERSBURG",
"ownerMailingState":"FL",
"companyOwned":true,
"taxAssessedTotal":266265,
"taxAssessedYear":2025,
"leadTypes":["absentee_owner","high_equity"],
"scrapedAt":"2026-04-11T12:40:00+00:00"
}

Lead Type Flags

Every property has 40+ boolean flags. The scraper collects active ones in the leadTypes array:

Equity-based: high_equity, low_equity, negative_equity, free_and_clear Ownership-based: absentee_owner, out_of_state_owner, empty_nester, tired_landlord, intrafamily_transfer Financial distress: preforeclosure, bank_owned, auction, lien_tax, lien_misc, bankruptcy, divorce Property condition: vacant_home, vacant_lot, zombie_property, abandoned_homes, code_violation Deal types: cash_buyer, flipped_property, bargain_properties, creative_financing, sub_to_mls, sub_to_off_market MLS status: mls_active, mls_pending, mls_failed, mls_sold Loan types: adjustable_loan, assumable_loan, private_lender

FAQ

Q: Do I need a proxy? No. The scraper uses an anonymous JWT obtained from Propwire's public free-skip-trace landing page — no login required. Works directly from Apify datacenter IPs.

Q: How does the authentication work? Propwire issues a 2-hour JWT to any visitor of their free-skip-trace lead magnet page (this is how they support anonymous "try before you sign up" skip-tracing). The scraper fetches a fresh token at the start of each run and uses it for all POST /api/property_search calls.

Q: How many results per request? The API returns 10 properties per request. The scraper paginates via result_index until maxItems is reached or results run out.

Q: What lead types can I filter by? All 40+ types listed above. You can pass any subset in leadTypes and the API will filter server-side. For finer-grained post-filtering, all active flags are also returned in each property's leadTypes array.

Q: How fresh is the data? Propwire's Elasticsearch cluster is updated continuously. Data reflects their live index — the same data you'd see if you logged into propwire.com.

Q: Is phone number / email included? No. Contact info (skip-trace data) requires a paid Propwire account. This scraper returns only the public search data. You can use the ownerMailingAddress fields for direct-mail campaigns.

Q: What's the largest search I can run? The scraper caps maxItems at 1,000 per run. For larger datasets, split by location or lead type and run multiple times.

Q: Will this work long-term? The anonymous JWT pattern is publicly documented as Propwire's "free skip trace" feature. Propwire could change the flow at any time, but as long as the /lm/free-skip-trace/search landing page issues anonymous tokens, this scraper will continue to work.

Use Cases

• Wholesaling — find motivated sellers (absentee + high-equity + out-of-state)
• Direct mail campaigns — export owner mailing addresses for postcard campaigns
• Investment analysis — filter by equity % and last-sold year to find hold candidates
• Rental market analysis — find tired_landlord properties in target markets
• Pre-foreclosure deals — preforeclosure + auction flags for distressed-property leads
• Flip targets — vacant_home or bargain_properties in specific cities
• Data pipelines — feed structured JSON into CRMs (Podio, REISift, InvestorFuse) without post-processing