Pricing

from $2.50 / 1,000 professionals

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Thumbtack Scraper — Pro Listings, Reviews & Ratings

Try for free

Export Thumbtack service professionals: ratings, review counts and full review text, jobs booked, response time, Top Pro badge, licence signals, credentials, specialties and the pro's real ZIP. Sees 3x more pros than the visible page. No login. Thumbtack has no public API; this is the closest.

Pricing

from $2.50 / 1,000 professionals

Rating

0.0

(0)

Developer

Oswaldo Carabano

Actor stats

Bookmarked

Total users

Monthly active users

a month ago

Last modified

category

Optional

Category slug this row was found under.

Type:string | null

category_pk

Optional

Thumbtack's internal category ID.

Type:string | null

city

Optional

City slug this row was found under.

Type:string | null

state

Optional

Two-letter state code.

Type:string | null

search_zip_code

Optional

ZIP used for the SEARCH — not the professional's own ZIP. The real one is postal_code.

Type:string | null

rating

Optional

Average star rating, 1 to 5.

Type:number | null

num_reviews

Optional

Number of reviews Thumbtack reports.

Type:integer | null

review_qualifier

Optional

Thumbtack's wording for the rating, e.g. "Excellent".

Type:string | null

num_hires

Optional

Times this professional was hired through Thumbtack.

Type:integer | null

is_top_pro

Optional

Thumbtack Top Pro badge.

Type:boolean | null

badge_text

Optional

Badge label, when there is one.

Type:string | null

badges

Optional

Secondary badges.

Type:string[] | null

is_online

Optional

Whether Thumbtack showed the professional as online.

Type:boolean | null

avg_response_time_hours

Optional

Average response time in hours, as Thumbtack ranks it.

Type:number | null

urgency_signals

Optional

Thumbtack signal codes, e.g. LICENSED, RESPONSIVE, LOW_PRICE, SPONSORED.

Type:string[] | null

is_licensed_signal

Optional

True when Thumbtack showed a LICENSED signal. A SIGNAL, not a verification.

Type:boolean | null

is_sponsored

Optional

True when the placement was sponsored.

Type:boolean | null

business_facts

Optional

Free-text facts shown on the card, e.g. "118 hires".

Type:string[] | null

service_area_text

Optional

Service area as published, e.g. "Serves Austin, TX".

Type:string | null

relevant_categories

Optional

Other categories this professional serves.

Type:string[] | null

highlighted_review

Optional

The review excerpt Thumbtack highlights, reassembled in order.

Type:string | null

description

Optional

Business description from the page's schema.org data.

Type:string | null

price_min

Optional

Lower bound of the published price, when Thumbtack publishes one.

Type:number | null

price_max

Optional

Upper bound of the published price.

Type:number | null

price_currency

Optional

Currency of the price, USD when present.

Type:string | null

price_unit

Optional

Unit the price applies to, e.g. "Service call".

Type:string | null

price_is_estimate

Optional

Whether Thumbtack marks the price as an estimate.

Type:boolean | null

introduction

Optional

The professional's own introduction. Profile pass only.

Type:string | null

postal_code

Optional

The professional's real ZIP, from the profile page. Profile pass only.

Type:string | null

locality

Optional

City from the profile page.

Type:string | null

region

Optional

State from the profile page.

Type:string | null

schema_type

Optional

schema.org business type, e.g. Plumber, Electrician.

Type:string | null

num_employees

Optional

Employee count as published.

Type:integer | null

years_in_business

Optional

Years in business as published.

Type:integer | null

is_background_checked

Optional

Whether Thumbtack shows a background check.

Type:boolean | null

business_hours

Optional

Opening hours.

Type:object[] | null

specialty_groups

Optional

Specialties, grouped by question.

Type:object[] | null

credentials

Optional

Credentials Thumbtack displays, from BOTH live section versions.

Type:object[] | null

credentials_schema_version

Optional

Which credentials section the data came from: v1, v2 or v1+v2.

Type:string | null

review_histogram

Optional

Star distribution, 1 to 5.

Type:object[] | null

reviews

Optional

Full reviews, paginated beyond the five the page shows.

Type:object[] | null

num_reviews_collected

Optional

How many reviews this row actually carries.

Type:integer | null

num_photos

Optional

Photos on the profile.

Type:integer | null

faq

Optional

The professional's own Q&A.

Type:object[] | null

source

Optional

Where the row came from: listing, graphql, sitemap-profile, or a combination.

Type:string | null

from_cache

Optional

True when served from the shared cache.

Type:boolean | null

fetched_at

Optional

When the underlying data was fetched.

Type:string | null

data_age_hours

Optional

Age of the data in hours. Always declared.

Type:number | null

scraped_at

Optional

When this row was produced.

Type:string | null

parse_warnings

Optional

Blocks that were expected and did not appear. Never a silent empty row.

Type:string[] | null

redactions

Optional

How many phone numbers, emails or external links were removed from third-party free text.

Type:integer | null

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