Thumbtack Pro Listing Scraper 🔍

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Extract detailed business information from Thumbtack professional service providers. This powerful scraper helps you gather comprehensive data about service professionals, their ratings, reviews, and business details.

🎯 Use Cases

• Market research and competitive analysis
• Lead generation for B2B services
• Analyze pricing trends in different service categories
• Monitor service provider ratings and reviews
• Build databases of professional service providers

✨ Features

• Extracts comprehensive business profiles including:

  • Business name and avatar URL
  • Rating and number of reviews
  • Review qualifications and testimonials
  • Business facts (hires, service area, response time)
  • Pricing information
  • Service categories
  • Top Pro status
  • Direct Thumbtack profile URLs

• Advanced capabilities:

  • Handles dynamic loading and pagination
  • Respects rate limits and implements random delays
  • Supports multiple search URLs
  • Configurable maximum items limit
  • Built-in anti-detection mechanisms

💎 Output

The actor provides structured JSON output containing:

• Detailed business information
• Rating and review metrics
• Service categories and pricing
• Customer testimonials
• Business facts and achievements
• Profile URLs and contact information

🔧 Input Parameters

• searchUrls: Array of Thumbtack search result URLs to scrape
• maxItems: Maximum number of items to scrape (optional, default: unlimited)

💡 Tips

• Use specific search URLs for targeted results
• Adjust maxItems based on your needs
• Consider rate limits and fair usage policies
• Results are saved automatically to your dataset

📌 Limitations

• Respects Thumbtack's terms of service
• Implements reasonable delays between requests
• Some data might be unavailable for certain listings

Input Example

A full explanation of an input example in JSON.

{
"searchUrls":[
"https://www.thumbtack.com/instant-results/?keyword_pk=231799879315213182&zip_code=94040&ir_referrer=FRONT_DOOR_SEARCH&encoded_answers=eyJzZl9wayI6IjUyNDUyOTk3NzYxMDEwODkzMyIsImFucyI6e319&project_pk=538563623991009300"
],
"maxItems":30
}

Output sample

The results will be wrapped into a dataset which you can always find in the Storage tab. Here's an excerpt from the data you'd get if you apply the input parameters above:

And here is the same data but in JSON. You can choose in which format to download your data: JSON, JSONL, Excel spreadsheet, HTML table, CSV, or XML.

[
{
"businessName":"Bunnies Plumbing & Trenchless Technology",
"avatarURL":"https://production-next-images-cdn.thumbtack.com/i/514014220101730313/desktop/standard/400square-legacy",
"rating":5,
"numReviews":237,
"reviewQualifier":"Exceptional",
"businessFacts":[
"486 hires on Thumbtack",
"Serves Mountain View, CA",
"Responds in about "
],
"price":"Free service call",
"serviceCategories":"Plumbing Drain Repair, Plumbing Pipe Repair",
"reviewText":"JAIME A. says, \"I can’t thank Bunnies Plumbing enough for their incredible service. When our water heater broke, they responded to my call immediately and Adhemar came out to our home within 2 hours and at 8pm! Adhemar was professional, friendly, knowledgeable, and fixed the issue quickly. He even showed us how to restart the pilot and made sure we knew where our gas shut off valves were located in our rental home. \n\nTheir commitment to customer care and urgency is unmatched. I’ll definitely be using their services again in the future. Thank you!!\"",
"url":"https://www.thumbtack.com//ca/morgan-hill/affordable-plumbing-services/bunnies-plumbing-trenchless-technology/service/485922512040411162?category_pk=124332799881036214&category_pks%5B0%5D=124332799881036214&category_pks%5B1%5D=150850272033989083&ir_referrer=FRONT_DOOR_SEARCH&is_near_me_page=false&keyword_pk=231799879315213182&lp_request_pk=538566192307503121&project_pk=538563623991009300&service_pk=485922512040411162&zipCode=94040&zip_code=94040",
"isTopPro":true
},
 ...
]