SYSTEM all green source homeadvisor.com queue 12,409 zip codes p99 latency 218ms dataflirt.com · scraper/homeadvisor-com
RUN · 84 active pipelines · homeadvisor.com live

HomeAdvisor data,
at warehouse scale.

We extract local contractor profiles, verified reviews, service area coverage, and licensing data from HomeAdvisor. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Pros extracted
184K /day
Review records
42K /run
Zip codes tracked
41,692
Active pipelines
84
Uptime
99.94%
Data Dictionary

Every field we extract from homeadvisor.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Pro Profiles objects from homeadvisor.com. All fields typed and schema-versioned.

pro_idbusiness_namecategoryphone_numberwebsite_urladdressratingreview_countyears_in_businessscreened_approvedelite_servicetop_ratedabout_textservices_offered
pro_profiles
● 200 OK
"pro_id": "1849201",
"business_name": "Apex Roofing & Siding",
"category": "Roofing",
"phone_number": "+1-555-019-8372",
"rating": 4.8,
"review_count": 142,
"years_in_business": 12,
"screened_approved": true,
"top_rated": true
# pro_idbusiness_namecategoryphone_numberwebsite_urladdress
1
2
3

Complete list of extractable fields for Reviews objects from homeadvisor.com. All fields typed and schema-versioned.

review_idpro_idreviewer_nameratingdateproject_typereview_textlocationhomeowner_verifiedpro_response
reviews
● 200 OK
"review_id": "R-9928174",
"pro_id": "1849201",
"reviewer_name": "Sarah M.",
"rating": 5.0,
"date": "2023-10-14",
"project_type": "Install or Replace an Asphalt Shingle Roof",
"location": "Austin, TX",
"homeowner_verified": true
# review_idpro_idreviewer_nameratingdateproject_type
1
2
3

Complete list of extractable fields for Service Areas objects from homeadvisor.com. All fields typed and schema-versioned.

pro_idprimary_locationzip_codes_servedcities_servedradius_milesstatecountymap_coordinatestravel_policy
service_areas
● 200 OK
"pro_id": "1849201",
"primary_location": "Austin, TX",
"zip_codes_served": "['78701', '78702', '78703', '78704']",
"cities_served": "['Austin', 'Round Rock', 'Cedar Park']",
"radius_miles": 50,
"state": "TX",
"map_coordinates": "30.2672,-97.7431"
# pro_idprimary_locationzip_codes_servedcities_servedradius_milesstate
1
2
3

Complete list of extractable fields for Licensing & Credentials objects from homeadvisor.com. All fields typed and schema-versioned.

pro_idlicense_numberissuing_authoritylicense_statusinsurance_verifiedbackground_checkedtrade_categoryexpiration_date
licensing_& credentials
● 200 OK
"pro_id": "1849201",
"license_number": "TX-ROOF-88291",
"issuing_authority": "Texas Department of Licensing and Regulation",
"license_status": "Active",
"insurance_verified": true,
"background_checked": true,
"trade_category": "Roofing Contractor"
# pro_idlicense_numberissuing_authoritylicense_statusinsurance_verifiedbackground_checked
1
2
3

Complete list of extractable fields for Search Results objects from homeadvisor.com. All fields typed and schema-versioned.

zip_codeservice_categoryrankpro_idbusiness_nameratingreview_counttop_rated_badgeelite_service_badgesponsored
search_results
● 200 OK
"zip_code": "78701",
"service_category": "Roofing",
"rank": 3,
"pro_id": "1849201",
"business_name": "Apex Roofing & Siding",
"rating": 4.8,
"review_count": 142,
"sponsored": false
# zip_codeservice_categoryrankpro_idbusiness_namerating
1
2
3

Capabilities

Extract HomeAdvisor data with precision

Our HomeAdvisor scraper navigates localized search constraints, dynamic pagination, and bot protections to deliver structured contractor data across thousands of zip codes.

Pro Profile Extraction

Capture business name, contact details, years in business, services offered, and about sections for every listed contractor.

Review & Rating Mining

Extract full review text, star ratings, project types, and homeowner verification status across paginated review histories.

Zip Code Level Targeting

Iterate through specific zip codes or metropolitan areas to accurately map local service availability and rankings.

License & Credential Tracking

Capture state license numbers, insurance verification status, and background check badges to qualify leads.

Badge & Status Extraction

Identify 'Screened & Approved', 'Top Rated', and 'Elite Service' designations to segment high-quality contractors.

Search Rank Tracking

Monitor contractor visibility and rank positions for specific service categories across target zip codes.

Service Area Mapping

Extract lists of cities and zip codes served by each contractor to build comprehensive coverage maps.

Sponsored Listing Detection

Distinguish between organic search results and paid placements to analyse local advertising spend.

Scheduled Refresh Cycles

Run recurring pipelines to detect new contractor registrations, review velocity, and rating changes over time.

// engagement pipeline

From zip codes to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Provide target zip codes, service categories, or specific Pro profile URLs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for homeadvisor.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and sample data review before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

Overcoming HomeAdvisor extraction hurdles

HomeAdvisor relies on strict location gating and bot mitigation to protect its directory. Here is how we maintain reliable access.

pipeline-monitor · homeadvisor.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Location gating
Zip code specific session state

HomeAdvisor search results are strictly tied to location inputs. We manage session cookies and headers to accurately simulate user location parameters, ensuring search results reflect the exact target zip code rather than a generic national view.

Bot mitigation
Residential proxies & fingerprinting

HomeAdvisor utilizes perimeter defenses to block automated traffic. We route requests through US-based residential ISP proxies and deploy Playwright with stealth configurations to bypass TLS fingerprinting and challenge pages.

Dynamic pagination
Handling infinite scroll and lazy loading

Pro directories and review lists often rely on JavaScript-driven pagination. Our crawlers execute the necessary DOM interactions to trigger lazy loading, capturing complete datasets without missing records.

Schema volatility
Resilient selectors across redesigns

Directory layouts change frequently. We employ multiple fallback chains per field, utilising a mix of CSS selectors, XPath, and JSON-LD extraction to ensure data integrity even when the presentation layer updates.

Data deduplication
Cross-category normalisation

Contractors often appear in multiple service categories or adjacent zip codes. We normalise and deduplicate records based on unique Pro IDs, ensuring your database remains clean and accurate.

Applications

Who uses HomeAdvisor data — and how

Teams across industries use homeadvisor.com data to build competitive products and smarter operations.

01
B2B Lead Generation

Software vendors and wholesalers extract contractor contact details to build targeted outreach lists for local service businesses.

02
Competitor Intelligence

Franchises and local businesses monitor competitor ratings, review velocity, and service area expansion.

03
Market Research

Analysts track contractor density across zip codes and service categories to identify underserved markets.

04
Reputation Management

Agencies aggregate review data across platforms to monitor client sentiment and response rates.

05
Local SEO Tracking

Marketers track search rank positions for specific contractors across target zip codes to measure local visibility.

06
Insurance & Risk Assessment

Firms verify license statuses and background check badges to assess contractor reliability and compliance.

Why DataFlirt

"HomeAdvisor holds the definitive map of local service providers — but extracting it requires navigating strict location gating and aggressive bot defenses."

Attempting to scrape HomeAdvisor with basic HTTP clients results in immediate blocks and incomplete, location-skewed data. DataFlirt manages the residential proxies, session state, and JavaScript rendering required to extract accurate, zip-code-level contractor data at scale.

Technical Spec

HomeAdvisor scraper — technical capabilities

Everything supported by our homeadvisor.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Full Playwright sessions required for dynamic review loading and phone number reveals
Supported
Zip code iteration
Automated search execution across predefined lists of target zip codes
Supported
Residential proxy rotation
US-based ISP residential IPs rotated to bypass perimeter defenses
Supported
Review pagination
Extraction of complete review histories beyond the initial page load
Supported
Badge extraction
Capture of Screened & Approved, Top Rated, and Elite Service status
Supported
Cross-category deduplication
Normalisation of contractor profiles appearing in multiple search verticals
Supported
Change detection (diffs)
Hash-based diffing to emit only updated profiles or new reviews
Supported
Homeowner project requests
Private lead details submitted by homeowners seeking contractors
Partial
Internal lead pricing
The exact cost HomeAdvisor charges contractors per lead
Partial
Infrastructure

Infrastructure powering the HomeAdvisor pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusXLSAPIWebhook
Scrapy + Playwright Stack

Scrapy orchestrates zip-code iteration and deduplication. Playwright handles JavaScript execution, location simulation, and dynamic content rendering.

Residential Proxy Infrastructure

We route requests through US residential proxy pools to mimic genuine local user traffic, bypassing HomeAdvisor's bot mitigation layers.

Cloud-Native Orchestration

Pipelines execute on AWS infrastructure. Airflow manages scheduling and dependency chains, ensuring reliable data delivery to your warehouse.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested — schema versioned per run
CSV
Flat file with typed columns — Excel/Sheets compatible
XLS
Spreadsheet format for immediate business use
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery — compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoints for on-demand data retrieval
Postgres
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About homeadvisor.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping HomeAdvisor legal?

Scraping publicly available information from HomeAdvisor is generally permissible under applicable law. DataFlirt targets only public contractor profiles, reviews, and directory listings. We do not extract private lead data or circumvent authentication walls. Clients should review HomeAdvisor's ToS and consult legal counsel for specific use cases.

Can you scrape HomeAdvisor data for specific zip codes?

Yes. We configure pipelines to iterate through specific zip codes, counties, or metropolitan areas, ensuring the extracted data accurately reflects local search results and service availability.

How do you handle HomeAdvisor's bot protection?

We utilise US-based residential proxies, Playwright for realistic browser fingerprinting, and automated CAPTCHA solvers to navigate perimeter defenses without triggering blocks.

Do you extract contractor phone numbers and emails?

We extract phone numbers and website URLs as they appear on the public Pro profiles. Email addresses are typically not publicly visible on HomeAdvisor profiles and are therefore not extracted.

Can you track changes in contractor ratings over time?

Yes. By scheduling recurring pipeline runs, we can capture rating changes, review velocity, and badge updates, delivering the deltas to your data warehouse.

What is the minimum viable engagement?

Our smallest packages start at a defined list of zip codes or service categories with weekly delivery. For nationwide extraction or custom schema requirements, we price based on volume and delivery frequency.

Can I request a sample dataset?

Yes. We provide a sample run covering a selection of zip codes and service categories during the scoping phase, allowing you to validate data quality and schema fit.

$ dataflirt scope --new-project --source=homeadvisor.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off extraction of local contractors or a continuous tracking feed across thousands of zip codes — we scope, build, and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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