YellowPages Australia Lead Generator Scraper helps you collect rich, structured business data from YellowPages.com.au based on keywords, locations, and smart filters. It turns scattered local listings into clean, ready-to-use lead datasets. Whether you’re doing outreach, analysis, or market mapping, this YellowPages Australia scraper saves hours of manual research.
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This project is a specialized web scraping tool focused on Australian business listings from YellowPages.com.au. It lets you search by keyword (e.g., “Dentist”) and location (e.g., “Cairns QLD 4870”) while applying filters such as “Open Now”, “Local Business”, or “Popular” to narrow down your results.
It solves the problem of slow, manual copy-pasting from directory websites by automatically extracting contact details, ratings, operating hours, services, and more into a structured format you can plug into CRMs, spreadsheets, or analytics pipelines. It’s ideal for marketers, sales teams, data analysts, agencies, and developers who need reliable local business data at scale.
- Automates searches by keyword and suburb, city, or postcode across Australia.
- Supports sorting results by relevance or by distance from a given location.
- Applies filters such as “Open Now”, “Local Business”, and “Popular” to refine listings.
- Captures detailed business profiles including contact info, services, payment methods, and brands.
- Outputs structured JSON that is easy to transform into CSV, Excel, or database records.
| Feature | Description |
|---|---|
| Keyword & Location Search | Query businesses by keyword and location (suburb, city, or postcode) to build highly targeted local lead lists. |
| Flexible Sorting | Choose between relevance-based or distance-based sorting to prioritize the most relevant or nearest businesses. |
| Advanced Filters | Use filters like “Open Now”, “Local Business”, and “Popular” to focus only on active and prominent listings. |
| Rich Business Profiles | Extract names, categories, taglines, ratings, reviews, contact details, payment methods, and more. |
| Opening Hours & Services | Capture structured opening hours plus products, services, dental concerns, and specialties where available. |
| Additional Contacts | Collect secondary contacts such as fax numbers, extra emails, and alternate communication channels. |
| Business Metadata | Fetch ABN, ACN, staff size, established year, alternate trading names, and other profile metadata. |
| Document & Media Links | Store PDF brochure links and website URLs for deeper offline or follow-up analysis. |
| Configurable Result Limits | Control maximum results per query to balance coverage, runtime, and cost. |
| Integration Friendly | Designed to be easily integrated into existing pipelines, APIs, dashboards, or marketing workflows. |
| Field Name | Field Description |
|---|---|
| name | Business name as displayed in the listing. |
| categories | Primary business category or service type (e.g., Dentist). |
| tagline | Short marketing line or highlight associated with the business. |
| rating | Average rating score (e.g., “5.0”) if available. |
| review_count | Number of reviews associated with the listing. |
| address | Full street address including suburb, state, and postcode. |
| phone_number | Main contact phone number for the business. |
| Primary email address when available. | |
| website_url | Official website URL of the business. |
| opening_hours | Structured opening hours by day, including public holiday status. |
| additional_contacts | Dictionary of extra contact channels (e.g., fax, secondary email). |
| accreditations | List of professional memberships, certifications, or associations. |
| about_us | Long-form business description or “about us” content. |
| payment_methods | List of accepted payment methods (cards, cash, EFT, etc.). |
| pdf_url | Array of URLs to downloadable PDF brochures or documents. |
| business_info | Object containing ABN, ACN, staff size, established year, and trade names. |
| business_info.ABN | Australian Business Number when present. |
| business_info.ACN | Australian Company Number when present. |
| business_info.Staff | Approximate staff size range (e.g., “1-10”). |
| business_info.Established | Year the business was established. |
| business_info.Also trades as | Alternate trading names or business aliases. |
| products_and_services | Object grouping service-related information and offerings. |
| products_and_services.Hours of Operation | Textual hours summary such as “Open Monday - Friday”. |
| products_and_services.Product | List of key products and physical items offered. |
| products_and_services.Dental Concern | List of dental conditions or issues treated (for dental listings). |
| products_and_services.Services | List of treatments, procedures, and service types provided. |
| products_and_services.Brand | Brands, technologies, or product lines used or sold by the business. |
| products_and_services.Offering | Health funds, technology, or facilities the practice supports. |
| products_and_services.Features | Notable features such as emergency service, financing, or accessibility options. |
| products_and_services.Catering To | Target clientele and specialties (e.g., adults, children, cosmetic dentistry). |
| products_and_services.Keywords | SEO-style keywords and business-related search terms. |
| url | Direct URL to the business listing page on YellowPages.com.au. |
[
{
"name": "Future Dental - Cosmetic Dentistry",
"categories": "Dentist",
"tagline": "Changing Lives One Smile At A Time",
"rating": "5.0",
"review_count": "2",
"address": "Accent On McLeod 93-95 Mcleod St, Cairns QLD 4870",
"phone_number": "(07) 4058 5517",
"email": "info@futuredental.com.au",
"website_url": "http://www.futuredental.com.au",
"opening_hours": {
"Mon": "7:30am - 5:00pm",
"Tue": "7:30am - 5:00pm",
"Wed": "7:30am - 5:00pm",
"Thu": "7:30am - 5:00pm",
"Fri": "7:30am - 5:00pm",
"Sat": "Closed",
"Sun": "Closed",
"Public Holidays": "Closed"
},
"additional_contacts": {
"Fax": "(07) 4031 5226",
"E-mail": "japanese@futuredental.com.au"
},
"accreditations": [
"Member Of AADFA",
"Member Of ADA",
"Member Of ADAQ"
],
"about_us": "We have long been recognised as the Cairns dentists who provide an exceptional standard of personal and professional care. Our dental team have provided excellence in cosmetic and family dental care in Cairns since 1976...",
"payment_methods": [
"American Express",
"Cash",
"Cheques",
"Diners Club",
"Direct Debit",
"EFT",
"EFTPOS",
"HICAPS",
"Mastercard",
"Money Order",
"Visa"
],
"pdf_url": [
"https://s0.yellowpages.com.au/c1259470-bac9-4657-b01c-a5740247b09b/future-dental-cosmetic-dentistry-cairns-4870-document.pdf",
"https://s0.yellowpages.com.au/0558a821-0a07-4eba-803f-cfcdeab8a74c/future-dental-cosmetic-dentistry-cairns-4870-document.pdf",
"https://s0.yellowpages.com.au/e07f299c-417b-45e6-865c-86644eca9fb8/future-dental-cosmetic-dentistry-cairns-4870-document.pdf"
],
"business_info": {
"ABN": "73 010 552 799",
"ACN": "010 552 799",
"Staff": "1-10",
"Established": "1976",
"Also trades as": "Dental Sleep Medicine"
},
"products_and_services": {
"Hours of Operation": "Open Monday - Friday",
"Product": "Anti-snoring Devices, Bleaches, Braces, Dental Flosses, Mouthguards, Mouthwashes, Prostheses, Toothpastes",
"Dental Concern": "Abscess, Chipped Teeth, Discoloured Teeth, Gum Diseases, Halitosis, Sleep Apnoea, TMJ Problems, Tooth Decay, Wisdom Teeth",
"Services": "Dental Bridges, Dental Crowns, Dental Implants, Dentures, Fillings, General Anaesthetic, Laser Dentistry, Root Canal Treatments, Smile Makeovers, Teeth Cleaning, Teeth Whitening",
"Brand": "Cerec, Colgate, Neoss, Nobel Biocare, Oral-B, Sensodyne, Straumann, Zoom",
"Offering": "Digital X-Ray, CAD CAM Technology, CEREC 3D System, On-site Laboratory, Wheelchair Access",
"Features": "By Appointment, Emergency Services, Family Owned, Financing, Insurance Claims, Interest Free, Senior Discounts",
"Catering To": "Adults, Children, Cosmetic Dentistry, Family, General Dentistry, Sports Dentistry",
"Keywords": "Dentist, Cairns Dentists, Cosmetic Dentistry, Tooth Whitening, Dental Implants, Mouth guards, Halitosis, Snoring & Sleep Apnoea"
},
"url": "https://www.yellowpages.com.au/qld/cairns/future-dental-cosmetic-dentistry-12764136-listing.html"
}
]
YellowPages Australia Lead Generator/
├── src/
│ ├── main.py
│ ├── client/
│ │ ├── yellowpages_client.py
│ │ └── pagination.py
│ ├── parsers/
│ │ ├── listing_parser.py
│ │ └── details_parser.py
│ ├── pipelines/
│ │ ├── normalizer.py
│ │ └── exporters.py
│ └── config/
│ ├── settings.example.json
│ └── logging.conf
├── data/
│ ├── input.sample.json
│ └── sample_output.json
├── tests/
│ ├── test_listing_parser.py
│ ├── test_details_parser.py
│ └── test_end_to_end.py
├── Dockerfile
├── requirements.txt
├── .env.example
└── README.md
- Local marketing agencies use it to build targeted lists of businesses in specific suburbs or postcodes, so they can run highly personalized outreach campaigns that convert better.
- B2B sales teams use it to enrich their CRM with fresh contact and profile data, so they can prioritize warm, relevant leads and reduce bounce rates.
- Market researchers use it to analyze competition, coverage, and category presence across regions, so they can identify gaps and opportunities in local markets.
- SEO and digital consultants use it to map local competitors and their online presence, so they can craft stronger local SEO strategies and benchmarks.
- Data engineers and analysts use it to feed structured directory data into dashboards and BI tools, so they can monitor trends, performance, and market density over time.
Q: Do I need technical skills to use this scraper? A: Basic familiarity with running Python projects and editing configuration files is recommended. Once configured, you can trigger runs with simple commands and process the exported JSON or CSV files with standard tools.
Q: What inputs can I configure for a run? A: Typical inputs include keyword (e.g., “Dentist”), location (suburb, city, or postcode), maximum number of items to fetch, sort order (relevance or distance), and filters like “Open Now”, “Local Business”, or “Popular”. You can also configure concurrency and timeouts in the settings.
Q: How is pagination and throttling handled? A: The client and pagination modules work together to iterate through result pages while respecting delays and concurrency limits. This helps balance performance with stability and reduces the risk of being rate-limited.
Q: In what formats can I export the scraped data? A: Data is produced internally as structured JSON. From there, the exporters module can convert it to CSV, NDJSON, or keep raw JSON files, which you can then import into spreadsheets, databases, or BI tools.
Primary Metric: On a stable network connection, the scraper typically processes 200–400 listings per minute with moderate concurrency and full detail extraction enabled.
Reliability Metric: With sensible delay and retry settings, successful page retrieval rates of 95–98% are common across most tested YellowPages Australia categories and regions.
Efficiency Metric: A single mid-range server or laptop can comfortably handle multi-thousand listing jobs without exceeding a few hundred megabytes of RAM, even with nested data structures.
Quality Metric: For business profiles that expose complete details, data completeness for core fields (name, address, phone, rating, website) routinely exceeds 98%, with rich metadata available for many professional and medical categories.
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