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Yellow Pages Listing CSV Scraper

Yellow Pages prospecting still powers local agencies and field sales teams, yet many operators default to cloud actors that meter each row. This blueprint is a yellow pages scraper pattern on Windows: Navigate to your approved search URL, Sleep while cards render, Structured Export appends one CSV row per .srp-listing, then branches on whether a.next.ajax-page exists—Inject JavaScript scrolls, Click walks pagination, and the loop returns to export until no next link remains.

Pair this flow with geography or category URLs your compliance team allows—swap the placeholder Navigate target for a real query, keep the bundled 12-second sleeps unless faster networks prove stable, and treat the graph as a yellow pages data extractor that favors observability over brute speed.

After the first Structured Export pass, Element Exists looks for a.next.ajax-page. When that anchor is absent, the false branch hits End and stops. When it is present, the true branch runs smooth scroll via Inject JavaScript, clicks the AJAX next control, waits again, and reconnects to Structured Export so each page appends without duplicating headers.

UScraper’s wedge is local execution: your fingerprints, your disk path, and no mandatory cloud egress—relevant when procurement compares desktop custody with always-on SaaS scrapers.


Who this is for

Teams that need directory leads without another SaaS bill

Local agencies & B2B SDR

Territory planning

Nuanced outcome

Build territory sheets that pair export Yellow Pages listings outputs with internal scoring before reps dial—keep cadence humane and honor outreach regulations.

Market researchers

Category snapshots

Nuanced outcome

Collect Yellow Pages category slices into CSV for longitudinal charts without renting entire data-marketplace catalogs—document provenance when decks cite public listings.

Ops & data stewards

Vendor due diligence

Nuanced outcome

Prefer offline directory scraping on managed laptops when security reviews reject third-party crawlers; pair with contact detail extractions once you graduate from cards to owner sites.

Quick comparison

LensThis UScraper graphTypical cloud Yellow Pages actors
RuntimeYour patched Windows desktopShared worker pools
Outputyellow-pages.csv append on diskOften JSON/API delivery
Cost modelDesktop license + your hardwarePer-result or subscription credits
CustomizationEdit blocks, sleeps, selectors visuallyMostly code/config inside vendor IDE

How to use

Download JSON, import graph, configure URL, run export

1

Download the hosted template JSON

Grab yellow_pages_export.json from the canonical S3 object—checksum against internal change logs when revisiting stale downloads.

2

Import inside UScraper on Windows

Launch UScraper, choose Import project, select the file, and resolve validation warnings before editing live selectors.

3

Paste your approved search URL

Replace Navigate’s placeholder with the Yellowpages.com query or category URL stakeholders signed off—note campaign IDs in your runbook for audits.

4

Tune waits and timeouts deliberately

The blueprint ships 12-second sleeps; shorten only on fiber labs, lengthen when VPN adds latency or cards lazy-load aggressively.

5

Execute, then inspect yellow-pages.csv

Run the automation, spot-check names against the live SERP, confirm website hrefs resolve, and deduplicate before CRM upload.

Explore the full template library on uscraper.io/templates, add outbound enrichment with email and social finder flows, and grab installers from uscraper.io/download when onboarding new analysts.


Output preview

Representative Structured Export rows

NamePhone NumberAddressWebsiteCategoriesTripAdvisor rating snippetRating
Lakeside Bistro & Bar(555) 010-44211200 Harbor Way, Seattle, WA 98101https://lakesidebistro.exampleItalian Restaurants, Wine Bar42 reviews on TripAdvisor4.5
Northgate Automotive(555) 010-88904040 Aurora Ave N, Seattle, WA 98103https://northgateauto.exampleAuto Repair, Oil Change4.1
Greenwood Yoga Studio(555) 010-22038556 Greenwood Ave N, Seattle, WA 98103https://greenwoodyoga.exampleYoga Studio, Wellness18 reviews on TripAdvisor5.0

Headers write once; later pagination rounds append rows only—watch quoting when addresses contain commas.


Frequently asked questions

Automated collection can conflict with a site Terms of Use, robots policy, anti-scraping measures, or regional privacy rules even when listings look public. Throttle requests, avoid bypassing logins or technical barriers without permission, and get legal advice before resale, cold outreach at scale, or regulated use. Running UScraper locally does not replace those obligations. Review official terms at https://www.yellowpages.com/about/legal/terms-conditions and the legal hub index when scoping projects.

Operational limits and maintenance

If a.next.ajax-page, .srp-listing, or nested rating classes change, Element Exists may mis-route or Structured Export may emit blanks. Re-record selectors against staging, diff DOM snapshots when marketing ships redesigns, and version-control JSON exports per territory you serve.


Ship Yellow Pages to CSV workflows your security team can trace: import the JSON, anchor Navigate URLs to approved campaigns, reconcile yellow-pages.csv with on-page reality after each deploy, and iterate responsibly while competitors rent opaque scraper fleets.

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What's Included

  • Template JSON file ready to import
  • Pre-configured scraping nodes
  • Works with UScraper desktop app

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