Thumbtack Pros Scraper — Reviews, Ratings & Deep Profile Data

Find and extract Thumbtack service professionals by keyword and location — business name, star rating, review count, hire count, badges, pricing, service areas and highlighted reviews. Scrape full profiles with about text, services offered, payment methods and FAQs for deep market research.

Main Use Cases

• Home-services lead buyers — structured local pro listings and engagement indicators
• SaaS and contractor tools — contractor directory enrichment and profile data
• Local market research — service-category market sizing and competitive mapping
• Competitive analysis — ratings, badges, pricing signals and highlighted reviews for benchmarking
• Review analysis — extract pro reviews with business replies for reputation research
• Service-area mapping — understand which pros serve which neighborhoods

Deep Profile Enrichment

Unlike directory-only scrapers, this actor visits each pro's profile page to extract about text, detailed service areas, years in business, employee count, Top Pro and background-check flags, offered services/specialties, payment methods, recent reviews and FAQs. It extracts Thumbtack's embedded page data (not brittle selectors) and deduplicates pros across nearby locations.

Output Fields

Field	Type	Description
businessName	string	Business name
category	string	Service category
rating	number	Star rating
reviewCount	integer	Number of reviews
hireCount	integer	Times hired
badges	array	Top Pro, Background Check, etc.
serviceAreas	array	Cities and zip codes
aboutText	string	About section text
yearsInBusiness	integer	Years operating
employeeCount	string	Employee count range
servicesOffered	array	Detailed services
paymentMethods	array	Accepted payment types
recentReviews	array	Latest reviews with text
faqs	array	Frequently asked questions
profileUrl	string	Thumbtack profile link

Example Output

{
  "businessName": "Jane's Cleaning Co.",
  "category": "House Cleaning",
  "rating": 4.9,
  "reviewCount": 213,
  "hireCount": 480,
  "badges": ["Top Pro", "Background Check"],
  "serviceAreas": ["Austin, TX", "78701", "78702"],
  "aboutText": "Professional cleaning services since 2015...",
  "yearsInBusiness": 11,
  "employeeCount": "1-5",
  "servicesOffered": ["Deep cleaning", "Move-out cleaning", "Office cleaning"],
  "paymentMethods": ["Credit Card", "Cash", "Check"],
  "recentReviews": [{ "rating": 5, "text": "Excellent service!", "author": "John D." }],
  "profileUrl": "https://www.thumbtack.com/pro/example",
  "scrapedAt": "2026-08-25T09:00:00.000Z"
}

Input

Field	Type	Default	Notes
profileUrls	array	required	Thumbtack pro profile URLs
maxReviews	integer	100	Max reviews per profile (0 = all)
includeReplies	boolean	true	Include business replies
proxyConfiguration	object	RESIDENTIAL	Residential recommended

How It Works

1. You provide Thumbtack pro profile URLs
2. The actor loads profiles through residential proxies
3. It extracts embedded page data (not CSS selectors)
4. With enrichment enabled, it extracts about text, services, payment methods, reviews and FAQs
5. Results are deduplicated and saved to an Apify dataset

Related Actors

• Google Maps Scraper
• Google Maps Reviews Scraper
• Yelp Reviews Scraper

FAQ

What's the difference between Thumbtack Scraper and Thumbtack Pros Scraper?

Thumbtack Scraper = faster directory pulls (names, ratings, badges). Thumbtack Pros Scraper = deeper profile enrichment (about text, services, reviews, FAQs, payment methods).

Can I scrape reviews from multiple pros?

Yes. Provide multiple profile URLs and set maxReviews to control how many reviews per profile.

Do I need residential proxies?

Yes. Thumbtack challenges datacenter IPs. RESIDENTIAL proxies are strongly recommended.

For AI Agents & LLM Apps

Purpose: Extract deep Thumbtack pro profiles — ratings, reviews, services, payment methods, FAQs and business replies.

Minimal working input:

{
  "profileUrls": [{ "url": "https://www.thumbtack.com/ca/menlo-park/house-cleaning/service/12345" }],
  "maxReviews": 20
}

Output fields: businessName, category, rating, reviewCount, hireCount, badges, serviceAreas, aboutText, yearsInBusiness, servicesOffered, paymentMethods, recentReviews, faqs, profileUrl, scrapedAt.

Behaviors an agent should know:

• profileUrls is required — direct profile URLs, not listing pages.
• maxReviews controls review depth per profile.
• RESIDENTIAL proxy is required.

Billing: ~$5 per 1,000 profiles.

Legal & Compliance Disclaimer

This actor is an independent tool and is not affiliated with, endorsed by, or sponsored by Thumbtack. It accesses only publicly displayed business information. You are responsible for compliance with Thumbtack's Terms of Service and applicable law.

SEO Keywords

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