cd sandbox/gta-pet-businesses
GTA pet businesses
Read-only sample output from LeadBuilder.
This is a real sample output from LeadBuilder, a Python pipeline I built to research business contact details. For this run, I searched OpenStreetMap for pet businesses in the Greater Toronto Area, crawled their websites, and collected public contact information. The pipeline code is private. This page only shows the results, and visitors cannot start a crawl.
Niche: Pet businesses. Region: Greater Toronto Area. Run on September 30, 2026.
What the run produced
- With a phone number
- 214
- With a website
- 184
- Websites crawled
- 161
- Skipped because robots.txt said no
- 7
- With an email address
- 57
- Part of a chain
- 102
Email check: each email's domain was checked to confirm it accepts mail. Individual mailboxes were not confirmed.
Browse the records
215 records match.
| Business | Address | Phone | Crawl result | |
|---|---|---|---|---|
| Pet Valu | 3003 Danforth Ave, Toronto, ON, M4C 1M9 | — | +1 416-693-0196 | Crawled successfully |
| Pet Valu | 2734 Lake Shore Boulevard West | — | +1 416-693-0196 | Crawled successfully |
| Pet Valu | 95 Laird Drive, East York | — | +1 416-693-0196 | Crawled successfully |
| Pet Valu | 3003 Danforth Ave, Toronto, ON, M4C 1M9 | — | +1 289-725-9319 | Crawled successfully |
| Pet Valu | 195 Lakeshore Road East | — | +1 905-274-8774 | Crawled successfully |
| Pet Valu | 3003 Danforth Ave, Toronto, ON, M4C 1M9 | — | +1 416-693-0196 | Crawled successfully |
| Pet Valu | 2257 Islington Avenue, Etobicoke, M9W 3W6 | — | +1 416-744-8259 | Crawled successfully |
| Pet Valu | 3003 Danforth Ave, Toronto, ON, M4C 1M9 | — | +1 416-604-2383 | Crawled successfully |
| Pet Valu | 1510 Dundas Street East | — | +1 416-693-0196 | Crawled successfully |
| Pet Valu | 339 College Street | — | +1 416-944-0314 | Crawled successfully |
| Pet Valu | 3987 Highway 7, Markham, L3R 5M6 | — | +1 416-693-0196 | Crawled successfully |
| Pet Value | 13305 Highway 27, Nobleton, Ontario | — | +1 905-859-1105 | No website listed |
| PetAgree | 1708 Queen Street West | — | +1 416-536-9064 | No website listed |
| Peticure Paws | 2233 Bostock Crescent, Mississauga | p•••@g•••.com | +1 905-403-9009 | Skipped: social media link |
| PetPal Care | 784 The Queensway, M8Z 1N3 | info@p•••.ca | +1 416-255-4627 | Crawled successfully |
| PetSmart | 1890 Major MacKenzie Drive West, Maple, Ontario, L6A 4R9 | — | +1 905-417-9095 | Crawled successfully |
| PetSmart | 158 North Queen Street | — | +1 416-620-5448 | Crawled successfully |
| PetSmart | 25 Industrial Street | — | +1 647-790-0511 | Crawled successfully |
| PetSmart | 1095 Maple Avenue, Milton, L9T 0A5 | — | +1 905-876-3695 | Crawled successfully |
| PetSmart | Richmond Hill, Ontario | — | +1 905-764-6116 | No website listed |
| PetSmart | 2501 Hyde Park Gate, L6H 6G6 | — | +1 905-829-9999 | Crawled successfully |
| PetSmart | 19601 N. 27th Avenue, Phoenix, AZ, 85027 | — | +1 888-839-9638 | Crawled successfully |
| PetSmart | 19601 N. 27th Avenue, Phoenix, AZ, 85027 | — | +1 888-839-9638 | Crawled successfully |
| PetSmart | 13239 Yonge Street, Richmond Hill, L4E 1B6 | — | +1 905-773-0959 | Crawled successfully |
| Petview | 322 Queen Street West, Toronto | — | +1 416-738-8439 | Connection problem (ConnectionError) |
How it works
-
Set up the project
Choose the niche, the city or region, and a record limit in a settings file. The same pipeline can then be run for any type of business in any area.
-
Discover businesses
Search OpenStreetMap for businesses that match the niche and region, and save each one with its name, address, phone, website and map location.
-
Crawl websites politely
Visit each business website, check robots.txt first, and skip any site that asks not to be crawled. In this run, 7 sites were skipped for that reason.
-
Extract contacts
Read the crawled pages to find email addresses, phone numbers and social media profiles, and record the page where each one was found.
-
Clean and remove duplicates
Tidy up the data and merge records that are really the same business. Chain stores are marked so they can be told apart from independent shops.
-
Check emails
Check that each email's domain is set up to receive mail. Individual mailboxes are not confirmed, so the results are shown honestly as domain checks.
-
Export
Keep only the qualified records and save them as a CSV, with a source link for every piece of data.
-
Showcase and test
Write a README that explains how to set up and run the pipeline, add automated tests that check each step works, and prepare sample data. This page is built from that sample data.