Guides
How to run each scraper
A step-by-step for every published actor — the exact input, what each field does, and the real rows that come back — plus how the nightly verification behind the board works.
Run an actor
How to run Alabama Commercial Contractor Directory & Leads (LBGC)
Step-by-step: the exact input, what each field does, and the rows that come back from AL LBGC.
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How to run Alabama Contractor License Lookup & Verify (LBGC)
Step-by-step: the exact input, what each field does, and the rows that come back from AL LBGC.
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How to run Arizona Contractor License Lookup & Leads Scraper (ROC)
Step-by-step: the exact input, what each field does, and the rows that come back from the Arizona Registrar of Contractors.
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How to run Arizona Roofing Contractor Directory & Leads (ROC)
Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.
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How to run Arkansas Contractor Directory & Leads Scraper (ACLB)
Step-by-step: the exact input, what each field does, and the rows that come back from AR ACLB.
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How to run Arkansas Contractor License Lookup & Verify (ACLB)
Step-by-step: the exact input, what each field does, and the rows that come back from AR ACLB.
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How to run Greenhouse, Lever, Ashby & Workday Jobs Scraper with Salaries
Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.
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How to run Business Email, Phone & Contact Details Scraper
Step-by-step: give it a list of website URLs, get back each business's email, phone, social links and address — de-obfuscated, classified, and franchise-flagged.
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How to run California Construction Trades Directory & Leads (CSLB)
Pick your trades, pick your counties, get one deduplicated contractor list — the exact input, what each field does, and what comes back.
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How to run California Contractor Directory by Trade & County (CSLB)
Step-by-step: the exact input, what each field does, and the real rows that come back from CSLB.
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How to run California Contractor License Lookup & Verify (CSLB)
Step-by-step: the exact input, what each field does, and the real rows that come back from CSLB.
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How to run Chamber of Commerce Member Directory & Business Leads Scraper
Step-by-step: the exact input, what each field does, and the rows that come back — including the email a chamber never publishes.
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How to run Code Violation Leads: Property Owners, Fines & Violation Types
Step-by-step: the exact input, what each field does, and the rows that come back from City open data (PHL, Detroit, Chicago, Mesa, NYC).
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How to run Colorado Electrical & Plumbing License Lookup & List Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from CO DORA.
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How to run Connecticut Contractor Directory & Leads Scraper (DCP)
Step-by-step: the exact input, what each field does, and the rows that come back from CT DCP (Socrata).
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How to run Contractor License Expiration Monitor & Alerts (Notion)
Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.
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How to run Copart Salvage Auction Lots Scraper & New-Lot Export (No Login)
Step-by-step: the exact input, what each field does, and the rows that come back from Copart's open-lot search.
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How to run Crexi Commercial Real Estate Listings & Broker Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from Crexi.
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How to run Delaware Contractor License Lookup & List Scraper (DOR + DPR)
Step-by-step: the exact input, what each field does, and the rows that come back from Delaware's Division of Revenue and Division of Professional Regulation.
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How to run DC Contractor License Lookup & List Scraper (DLCP)
Step-by-step: the exact input, what each field does, and the rows that come back from the District of Columbia's contractor Basic Business Licences.
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How to run Flood Zone Property Owner Leads & FEMA Flood Map Lookup
Step-by-step: the exact input, what each field does, and the rows that come back from FEMA NFHL + state and county assessor rolls.
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How to run Florida Contractor Directory & Leads Scraper (DBPR)
Step-by-step: the exact input, what each field does, and the rows that come back from DBPR.
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How to run Florida Contractor License Lookup & Verify (DBPR)
Step-by-step: the exact input, what each field does, and the real rows that come back from DBPR.
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How to run Florida Roofing Contractor Directory & Leads (DBPR)
Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.
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How to run Google Ads Transparency Center & Competitor Ad Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from Google Ads Transparency Center.
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How to run Google Hotels Scraper: Prices, Rates, Phone & Email by City/ZIP
Step-by-step: the exact input, what each field does, and the rows that come back from Google Hotels.
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How to run Google Jobs Scraper: New Job Alerts, Salaries & Apply Links
Step-by-step: the exact input, what each field does, and the rows that come back from Google Jobs.
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How to run Google Maps Geo-Grid Rank Tracker & Competitor Heatmap
Step-by-step: the exact input, what each field does, and the rows that come back from Google Maps.
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How to run Google Maps Place Matcher: Business Lookup by Name & Address
Step-by-step: the exact input, what each field does, and the rows that come back from Google Maps.
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How to run Greece Business Directory Leads Scraper (Phone & Address)
Step-by-step: the exact input, what each field does, and the rows that come back from 11888.gr.
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How to run HdL Municipal Business License Lookup
Step-by-step: the exact input, what each field does, and the rows that come back from HdL (city portals).
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How to run Hong Kong Business Directory List Scraper (Phone & Address)
Step-by-step: the exact input, what each field does, and the rows that come back from yp.com.hk Yellow Pages.
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How to run HVAC Contractor Directory & Leads (State License Boards)
Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.
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How to run Idaho Contractor License Lookup & List Scraper (DOPL)
Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.
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How to run Illinois Roofing Contractor Directory & Leads Scraper (IDFPR)
Step-by-step: the exact input, what each field does, and the rows that come back from IDFPR (Socrata).
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How to run ImportYeti US Import Records, Supplier & Importer Leads Scraper
Step-by-step: turn a product keyword, HS code or country into a list of US importers and foreign suppliers from ImportYeti, with the exact input and the rows that come back.
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How to run Iowa Contractor Registration Lookup & Leads Scraper (DIAL)
Step-by-step: the exact input, what each field does, and the rows that come back from IA DIAL.
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How to run Kalshi & Polymarket Election Odds History Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from Kalshi + Polymarket.
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How to run Kalshi Perps Funding Rate, Open Interest & Trades Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from Kalshi's perps: funding history, open interest and the cross-venue spread.
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How to run Kalshi & Polymarket Prediction Market Odds Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from Kalshi + Polymarket.
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How to run Lithuania Business Directory List Scraper (Phone & Address)
Step-by-step: the exact input, what each field does, and the rows that come back from info.lt.
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How to run Louisiana Contractor License Lookup & Leads Scraper (LSLBC)
Step-by-step: the exact input, what each field does, and the rows that come back from LA LSLBC.
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How to run Malaysia Business Directory List Scraper (Phone & Address)
Step-by-step: the exact input, what each field does, and the rows that come back from businesslist.my.
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How to run Maine Professional License Lookup & Leads Scraper (PFR)
Step-by-step: the exact input, what each field does, and the rows that come back from Maine ALMS Online licence search.
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How to run Maryland Contractor License Lookup & List Scraper (MHIC)
Step-by-step: the exact input, what each field does, and the rows that come back from the Maryland Home Improvement Commission's public query.
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How to run Massachusetts Construction License Lookup & Verify (CSL)
Step-by-step: the exact input, what each field does, and the rows that come back from MA OPSI (MyLicense).
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How to run Michigan Contractor License Lookup & Verify (LARA)
Step-by-step: the exact input, what each field does, and the rows that come back from MI LARA (Accela).
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How to run Minnesota Contractor License Lookup & Leads Scraper (DLI)
Step-by-step: the exact input, what each field does, and the rows that come back from MN DLI, for one licence or the whole state.
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How to run Mississippi Contractor License Lookup & Leads Scraper (MSBOC)
Step-by-step: the exact input, what each field does, and the rows that come back from MS MSBOC.
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How to run Missouri Professional License Lookup & Leads Scraper (DPR)
Step-by-step: the exact input, what each field does, and the rows that come back from MO DPR license downloads.
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How to run Multi-State Contractor & Trade License Lookup
Step-by-step: the exact input, what each field does, and the real rows that come back from Socrata (WA/OR/TX/CT).
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How to run Nail Salon & Spa Scraper: Email, Phone & Address
Step-by-step: the exact input, what each field does, and the rows that come back from Google Maps.
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How to run Nebraska Contractor Registration Lookup & Leads Scraper (NDOL)
Step-by-step: the exact input, what each field does, and the rows that come back from the Nebraska Department of Labor's contractor registration search.
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How to run Nevada Contractor Directory & Leads Scraper (NSCB)
Step-by-step: the exact input, what each field does, and the rows that come back from NV NSCB.
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How to run Nevada Contractor License Lookup & Verify (NSCB)
Step-by-step: the exact input, what each field does, and the rows that come back from NV NSCB.
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How to run New Jersey Contractor License Lookup & List Scraper (DCA)
Step-by-step: the exact input, what each field does, and the rows that come back from the New Jersey Division of Consumer Affairs licence search.
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How to run New Mexico Contractor License Lookup & List Scraper (NM CID)
Step-by-step: the exact input, what each filter does, and the rows that come back from the NM CID contractor registry.
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How to run New York Contractor License Lookup & Leads Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from NYC DCWP + Westchester + Nassau + Buffalo.
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How to run North Carolina Contractor License Lookup & Verify (NCLBGC)
Step-by-step: the exact input, what each field does, and the rows that come back from NCLBGC.
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How to run North Dakota Contractor License Lookup & Leads Scraper (ND SOS)
Step-by-step: the exact input, what each field does, and the rows that come back from ND SOS FirstStop.
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How to run NRC Reactor License Applications & Amendments Tracker
Step-by-step: the exact input, what each field does, and the NRC licence amendment requests that come back with the licensee's contact, its attorney and the NRC project manager.
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How to run Ohio Contractor License Lookup & Leads Scraper (OCILB)
Step-by-step: the exact input, what each field does, and the rows that come back from OH OCILB.
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How to run Oklahoma Contractor License Lookup & List Scraper (CIB)
Step-by-step: the exact input, what each field does, and the rows that come back from the Oklahoma Construction Industries Board.
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How to run Oklahoma Roofing Contractor Directory & Leads (CIB)
Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.
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How to run Oregon Contractor Directory & Leads Scraper (CCB)
Step-by-step: the exact input, what each field does, and the rows that come back from OR CCB (Socrata).
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How to run Oregon Contractor License Lookup & Verify (CCB)
Step-by-step: the exact input, what each field does, and the rows that come back from OR CCB (Socrata).
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How to run OSHA Violation Risk & Time-Series
Step-by-step: the exact input, what each field does, and the real rows that come back from OSHA IMIS.
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How to run Pennsylvania Contractor Registration Lookup & Leads Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from PA Attorney General HIC search.
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How to run Philippines Business Directory List Scraper (Phone & Address)
Step-by-step: the exact input, what each field does, and the rows that come back from businesslist.ph.
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How to run Floor Plan Scraper: Home Floor Plans & Photos by Address
Step-by-step: the exact input, what each field does, and the rows that come back from Redfin (+ Realtor.com).
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How to run US Property Lookup & Listing Scraper by APN/Parcel
Step-by-step: write parcel numbers the way the actor reads them, what each field does, and the Zillow / Redfin rows that come back.
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How to run Recent Home Sales & New Homeowner Leads Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from 274 town assessor databases.
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How to run Recently Funded Companies Lookup & Leads Scraper (SEC Form D)
Step-by-step: the exact input, what each field does, and the rows that come back from SEC EDGAR (Form D).
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How to run Restaurant, Cafe & Bar Scraper: Email, Phone & Address
Step-by-step: the exact input, what each field does, and the rows that come back from Google Maps.
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How to run Resy Availability Scraper & Table Alert Monitor
Step-by-step: the exact input, what each field does, and the rows that come back from Resy.
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How to run App Review Teardown & Insights (AI)
Step-by-step: the exact input, what each field does, and the real rows that come back from App Store & Google Play.
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How to run Rhode Island Contractor Registration Lookup & List Scraper
Step-by-step: the exact input, what each field does, and the rows that come back from RI CRLB.
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How to run Rhode Island Short-Term Rental Registry Bulk Export & Lookup
Step-by-step: the exact input, what each field does, and the rows that come back from Rhode Island's DBR short-term rental registry.
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How to run SAM.gov Federal Contract Opportunity Alert
Step-by-step: the exact input, what each field does, and the real rows that come back from SAM.gov.
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How to run Shopify Price & Stock Change Tracker
Step-by-step: the exact input, what each field does, and the real rows that come back from public storefront.
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How to run Shopify App & Theme Detector — Store Audit & Gap Finder
Step-by-step: the exact input, what each field does, and the real rows that come back from public storefront.
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How to run South Carolina Contractor Directory & Leads Scraper (LLR)
Step-by-step: the exact input, what each field does, and the rows that come back from SC LLR.
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How to run South Carolina Contractor License Lookup & Verify (SC LLR)
Step-by-step: the exact input, what each field does, and the real rows that come back from SC LLR.
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How to run Spotify Podcast Transcript Scraper & Keyword Monitor
Step-by-step: the exact input, what each field does, and the rows that come back from Spotify.
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How to run Tennessee Contractor License Lookup & Verify (TN DOCI)
Step-by-step: the exact input, what each field does, and the rows that come back from TN DOCI.
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How to run Texas Contractor Directory & Leads Scraper (TDLR)
Step-by-step: the exact input, what each field does, and the rows that come back from TDLR (Socrata).
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How to run Texas Contractor & Trade License Lookup & Export (TDLR)
Step-by-step: the exact input, what each field does, and the rows that come back from TDLR (Socrata), for one licence or a statewide export by licence type.
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How to run US Business Entity Search (Secretary of State)
Step-by-step: export newly formed LLCs or look up a company in the Colorado, Connecticut, New York and Oregon business registries, and read the rows that come back.
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How to run US Contractor License Lookup & List Scraper (State Boards)
Step-by-step: verify contractor licences or export statewide contractor lists across many US states in one run - the exact input, what each field does, and the rows that come back.
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How to run US Property Records Export & Owner Lookup (County Assessor)
Step-by-step: the exact input, what each field does, and the rows that come back from County & state assessor rolls (28 feeds).
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How to run Utah Contractor Directory & Leads Scraper (DOPL)
Step-by-step: the exact input, what each field does, and the rows that come back from UT DOPL (Construction Business Registry).
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How to run Vermont Professional License Lookup & Leads Scraper (OPR)
Step-by-step: the exact input, what each field does, and the rows that come back from VT OPR profession roster download.
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How to run Virginia Contractor Directory & Leads Scraper (DPOR)
Step-by-step: the exact input, what each field does, and the rows that come back from VA DPOR.
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How to run Washington Contractor Directory & Leads Scraper (L&I)
Step-by-step: the exact input, what each field does, and the rows that come back from WA L&I (Socrata).
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How to run Virginia Contractor License Lookup (DPOR Bulk)
Step-by-step: the exact input, what each field does, and the rows that come back from VA DPOR.
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How to run Washington Contractor License Lookup & Verify (L&I)
Step-by-step: the exact input, what each field does, and the rows that come back from WA L&I (Socrata).
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How to run Wellfound Startup Jobs Scraper & Hiring Signals
Step-by-step: the exact input, what each field does, and the rows that come back from Wellfound.
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How to run West Virginia Contractor License Lookup & Leads Scraper (WVCLB)
Step-by-step: the exact input, what each field does, and the rows that come back from the West Virginia Contractor Licensing Board's search.
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How to run West Virginia Roofing Contractor Directory & Leads (WVCLB)
Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.
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How to run Wyoming Contractor License Lookup & Leads Scraper (DFPES)
Step-by-step: the exact input, what each field does, and the rows that come back from WY DFPES public lookup.
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How to run Zillow & Redfin Property Data Scraper
Step-by-step: the exact input, what each of the ~50 fields means, and the property record that comes back from Redfin, Zillow or Realtor.com.
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