We extract professional profiles, service areas, Top Pro status, pricing estimates, and review text from Thumbtack. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Professional Profiles objects from thumbtack.com. All fields typed and schema-versioned.
"pro_id": "pro_98237492837", "business_name": "Apex Plumbing Services", "category": "Plumbing", "top_pro_badge": true, "rating": 4.9, "hires_on_thumbtack": 142, "background_checked": true
| # | pro_id | business_name | category | top_pro_badge | rating | review_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Services objects from thumbtack.com. All fields typed and schema-versioned.
"pro_id": "pro_98237492837", "service_category": "Water Heater Repair", "base_price": 150.0, "hourly_rate": 85.0, "free_estimate": true, "payment_methods": "['Credit Card', 'Zelle', 'Cash']"
| # | pro_id | service_category | base_price | hourly_rate | minimum_charge | travel_fee |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews objects from thumbtack.com. All fields typed and schema-versioned.
"review_id": "rev_73628472", "pro_id": "pro_98237492837", "rating": 5, "date_posted": "2026-03-14", "review_text": "Fixed our leak in under an hour. Highly recommended.", "verified_hire": true, "service_provided": "Pipe Repair"
| # | review_id | pro_id | author_name | rating | date_posted | review_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Service Areas objects from thumbtack.com. All fields typed and schema-versioned.
"pro_id": "pro_98237492837", "primary_location": "Austin, TX", "city": "Austin", "state": "TX", "zip_code": "78701", "travel_radius_miles": 30, "remote_services": false
| # | pro_id | primary_location | street_address | city | state | zip_code |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Search Results objects from thumbtack.com. All fields typed and schema-versioned.
"search_keyword": "plumber", "zip_code": "78701", "rank_position": 3, "pro_id": "pro_98237492837", "business_name": "Apex Plumbing Services", "sponsored_placement": false, "starting_price": 150.0
| # | search_keyword | zip_code | rank_position | pro_id | business_name | sponsored_placement |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Thumbtack scraper handles location spoofing, dynamic category pagination, and heavily nested JSON state extraction - with session management and anti-bot circumvention built in.
Business name, description, employee count, and years in business captured directly from the professional profile.
Capture Top Pro badges, background check status, and verified licenses to evaluate trust metrics.
Extract base prices, hourly rates, and fixed fees for specific service categories.
Full review text, star ratings, verified hire tags, and pro responses paginated across all history.
Execute searches across specific US zip codes to map local market density and category saturation.
Track response times, total hires on Thumbtack, and recent booking velocity for individual professionals.
Extract travel radii and specific cities served by each professional to build accurate coverage maps.
Monitor organic vs sponsored rank for specific service keywords by zip code.
Extract image URLs from pro galleries and completed project showcases.
Brief in. Clean data out.
Provide zip codes, service categories, or specific pro URLs. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, and CAPTCHA handling for thumbtack.com.
Schema validation, null-rate checks, and location-accuracy verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Thumbtack relies on location data and strict bot mitigation. Here is how we maintain extraction reliability.
Thumbtack uses aggressive bot protection. We use US residential ISP proxies with realistic browser fingerprints and full cookie session management to mimic actual user behaviour.
Thumbtack search requires precise location data. We inject latitude and longitude coordinates and mock Geolocation APIs at the browser level to bypass regional blocks.
Instead of parsing brittle DOM elements, we intercept Thumbtack's internal GraphQL responses to extract clean, nested JSON data directly from the network tab.
We maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost and downstream processing load.
Every run emits structured logs to our observability stack. We alert on null-rate spikes and coverage drops, ensuring SLA uptime.
Marketplaces analyze supply density by zip code to identify underserved service categories and expansion opportunities.
Service franchises monitor local pricing estimates to optimise their own hourly rates and fixed fees.
SaaS companies selling to SMBs extract newly listed, highly-rated pros for targeted outreach campaigns.
Reputation management platforms aggregate verified reviews to track local business sentiment over time.
Economists track hourly rates across different geographies to measure local inflation and wage growth.
PE firms evaluate the growth of local service platforms by tracking active pro counts and booking velocity.
"Thumbtack holds the most accurate hyper-local pricing and availability data for US service professionals - but extracting it requires mimicking thousands of local users."
Most teams fail at local directory scraping because they use datacenter IPs and ignore browser geolocation APIs. Thumbtack blocks these requests instantly. DataFlirt manages the residential proxy networks, coordinate spoofing, and GraphQL interception required to extract local data at scale. You get clean records; we handle the infrastructure.
Everything supported by our thumbtack.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and deduplication. Playwright handles JavaScript execution and geolocation spoofing.
Geo-targeted ISP proxies bypass bot protection and serve accurate local results for specific zip codes.
Pipelines run on AWS Lambda and ECS. Airflow manages scheduling, dependencies, and SLA alerting.
Data delivered to where your team already works — no new tooling required.
About thumbtack.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible under applicable law, reinforced by the hiQ v. LinkedIn ruling. DataFlirt extracts only public, non-authenticated professional profiles and pricing data. We do not extract personal consumer data or bypass authentication walls.
We use US residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. This bypasses automated security layers effectively.
We inject precise latitude and longitude coordinates directly into the browser's Geolocation API during the Playwright session, ensuring Thumbtack returns accurate hyper-local results for any given zip code.
Pipelines can be configured for daily, weekly, or monthly cadences. For targeted zip codes, daily refreshes capture price changes and new pro listings within a 12-hour window.
Our minimum engagement typically starts at 10,000 professional profiles or 500 zip codes with weekly delivery. Contact us with your specific volume requirements for a scoped quote.
Yes. We provide a sample run of up to 500 profiles or 10 zip codes during the pre-engagement phase so you can validate schema fit and data quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a full export of US plumbers or a daily price-tracking feed across 50 cities - we scope, build, and operate the pipeline. Tell us what you need.
