Local agencies
Lead research
Build city-and-category prospect lists, keep source profile URLs beside every record, and send the CSV through deduplication before outreach.
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This YellowPages Canada scraper exports YellowPages.ca business detail records into a structured CSV for lead research, market mapping, and directory QA. Import the workflow into the UScraper local desktop app, add approved detail URLs, and collect business names, addresses, phone numbers, websites, categories, ratings, status fields, and descriptions without building a crawler from scratch.
CSV
18
Detail URLs
Built in
Free
At a glance
The bundled project starts with sample supermarket business pages in Canada. Replace or extend the Navigate URL list with YellowPages.ca detail pages from categories and locations you are allowed to collect.
Spreadsheet-ready business data
Export YellowPages.ca listings into a CSV that can be reviewed in Excel, Sheets, CRM importers, enrichment tools, or internal QA workflows.
Known URL loop
The template is built for a controlled list of business detail URLs, which keeps the run auditable and avoids pretending every category search page behaves the same.
Local desktop execution
The workflow runs in your local desktop app session and writes to a folder you control. The stock template does not send the CSV to a hosted scraping dashboard.
Skips weak inputs
The condition block checks that a LocalBusiness-style detail page exists before exporting, so unavailable pages do not create misleading blank rows.
Who it is for
Local agencies
Lead research
Build city-and-category prospect lists, keep source profile URLs beside every record, and send the CSV through deduplication before outreach.
Market researchers
Coverage snapshots
Collect Canadian business profiles for a vertical, compare address coverage by province, and review which listings expose phone, website, and rating fields.
Operations teams
Vendor discovery
Export candidate suppliers from approved YellowPages.ca pages, then qualify websites, locations, and phone numbers before procurement review.
Use this page with sibling workflows when a directory project expands: run the Yellow Pages Scraper for US listings, enrich websites with the Contact Details Scraper, or find extra channels with the Email & Social Finder. The full UScraper template library includes more search, map, and directory scrapers for follow-up extraction.
How to use
Add approved detail URLs
Open the Navigate block and replace the sample supermarket pages with YellowPages.ca business detail URLs for your approved keyword and location set.
Confirm the export path
Structured Export writes yellow-pages-canada-scraper-product-listing.csv with headers enabled and append mode on. Change the save folder before client or campaign runs.
Run the loop
UScraper navigates to each URL, waits for the body, checks whether a business detail page exists, exports matching rows, sleeps briefly, and continues through the list.
Open and QA the CSV
Spot-check several profile URLs against YellowPages.ca, remove duplicates, and validate phone or website fields before downstream use.
Output preview
yellow-pages-canada-scraper-product-listing.csvColumn
keyword
The what parameter from the current YellowPages.ca URL, such as supermarket.
Column
location
The where parameter from the URL, such as Canada.
Column
business_name
Business name from the merchant heading.
Column
detail_url
The exact URL opened during the run.
Column
canonical_url
Canonical business URL when YellowPages.ca exposes one.
Column
address
Visible business address text.
Column
telephone
Primary visible phone number.
Column
website_url
Outbound website link when available.
Column
rating
Rating value or rating label when present.
Column
description
Business description or details text when present.
Sample rows
2 of many
| keyword | location | business_name | detail_url | canonical_url | address | telephone | website_url | rating | description |
|---|---|---|---|---|---|---|---|---|---|
| supermarket | Canada | Issatik Co-op | Whale Cove, NU | 867-555-0134 | 4.1 | Community grocery and general store listing. | |||
| supermarket | Canada | Gillam Co-op Ltd | Gillam, MB | 204-555-0188 | Local cooperative business listing. |
| Additional column | What it captures |
|---|---|
city, province, postal_code | Separate address parts when the profile exposes structured location markup. |
category | Visible business category links, useful for grouping and QA. |
website_text, current_status, editors_pick | Extra listing context that can support review workflows but may be blank on some pages. |
FAQ
YellowPages.ca business pages may be publicly visible, but automated collection can still be limited by the site's terms of use, robots rules, privacy law, database rights, and marketing regulations. Use modest pacing, avoid bypassing access controls, and get legal review before resale, enrichment, or outbound campaigns.
Before you run
Guardrails for reliable YellowPages.ca exports
Avoid aggressive unattended batches
Keep the waits in place, avoid parallel runs against the same directory, and pause if YellowPages.ca returns CAPTCHA, rate-limit, or unusual response pages.
Use valid business detail URLs
This template is not a search-results crawler. It works best after you have a vetted URL list from manual research, an approved source file, or a separate listing-page workflow.
Directory markup can change
Empty names, missing phones, or blank website fields usually mean a profile omits that field or the page layout changed. Refresh the export columns before a large batch.
Business listings still have usage rules
Phone numbers, addresses, ratings, and descriptions can be governed by platform terms and outreach rules. Keep source URLs in the CSV and use exported rows only for allowed purposes.
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