SYSTEM all green source buildzoom.com queue 18,492 profiles p99 latency 184ms dataflirt.com · scraper/buildzoom-com
RUN : 42 active pipelines : buildzoom.com live

BuildZoom data,
at warehouse scale.

We extract contractor directories, building permits, BuildZoom Scores, and license verifications. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.

Permits extracted
1.2M /day
Contractor updates
340K /24h
License checks
89K /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from buildzoom.com

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

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

contractor_idnamebz_scorelocationphonewebsitedescriptionyear_foundedlicense_statusspecialties
contractor_profiles
● 200 OK
"name": "Apex Construction",
"bz_score": 104,
"location": "San Francisco, CA",
"year_founded": 1998,
"license_status": "Active",
"specialties": "['Roofing', 'Remodeling']"
# contractor_idnamebz_scorelocationphonewebsite
1
2
3

Complete list of extractable fields for Building Permits objects from buildzoom.com. All fields typed and schema-versioned.

permit_idaddresscitystatezipissue_datestatusvaluationdescriptioncontractor_idpermit_typejurisdiction
building_permits
● 200 OK
"permit_id": "BPA-2023-0912",
"city": "Austin",
"state": "TX",
"issue_date": "2025-08-14",
"status": "Finaled",
"valuation": 145000,
"description": "Kitchen remodel and structural beam installation"
# permit_idaddresscitystatezipissue_date
1
2
3

Complete list of extractable fields for License Verification objects from buildzoom.com. All fields typed and schema-versioned.

license_numberstatelicense_typestatusissue_dateexpiration_datebusiness_namebond_statusinsurance_statusworkers_comp
license_verification
● 200 OK
"license_number": "C-482910",
"state": "CA",
"license_type": "General Building",
"status": "Active",
"expiration_date": "2027-12-31",
"bond_status": "Verified"
# license_numberstatelicense_typestatusissue_dateexpiration_date
1
2
3

Complete list of extractable fields for Project Histories objects from buildzoom.com. All fields typed and schema-versioned.

project_idcontractor_idproperty_addressproject_typecompletion_dateestimated_costpermit_referenceproperty_type
project_histories
● 200 OK
"project_id": "PRJ-99214",
"contractor_id": "BZ-8812",
"project_type": "Commercial Buildout",
"completion_date": "2024-11-20",
"estimated_cost": 450000,
"property_type": "Retail"
# project_idcontractor_idproperty_addressproject_typecompletion_dateestimated_cost
1
2
3

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

review_idcontractor_idratingreview_textauthordateverified_clientproject_typelocation
reviews_& ratings
● 200 OK
"review_id": "RVW-4412",
"rating": 5.0,
"review_text": "Completed the foundation repair ahead of schedule.",
"author": "J. Smith",
"date": "2025-01-15",
"verified_client": true
# review_idcontractor_idratingreview_textauthordate
1
2
3

Capabilities

Complete construction intelligence

Our BuildZoom scraper navigates regional directories, permit databases, and contractor profiles to extract structured construction data. We handle pagination, bot mitigation, and schema mapping.

Profile Extraction

Extract contractor names, contact details, specialties, and service areas.

Permit Mining

Capture permit dates, valuations, descriptions, and jurisdiction data across millions of properties.

BuildZoom Score Tracking

Monitor BZ Score changes over time to identify trending contractors.

License Verification

Extract state license numbers, expiration dates, and bond statuses.

Project Histories

Map contractors to specific properties and project types using permit histories.

Review Aggregation

Collect client reviews, star ratings, and verified project details.

Regional Directory Traversal

Crawl contractor directories by state, city, and trade category systematically.

Property Data Extraction

Extract property types, square footage, and historical permit records.

Scheduled Updates

Run delta pipelines to capture new permits and license status changes daily or weekly.

// engagement pipeline

From directory to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target cities, trades, or contractor URLs. We design the extraction schema.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

Navigating BuildZoom's infrastructure

Extracting permit and contractor data at scale requires bypassing rate limits and handling complex search interfaces.

pipeline-monitor · buildzoom.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
Anti-bot layer
Residential proxies

BuildZoom employs strict rate limiting and IP blocks. We use US residential proxies with randomized request intervals to bypass blocks.

JavaScript rendering
Playwright execution

Permit details and dynamic charts require full Playwright browser sessions to render correctly.

Pagination handling
Deep directory traversal

Directory results are heavily paginated. We manage deep traversal without losing session state.

Schema normalisation
Standardised permit fields

Permit formats vary wildly by jurisdiction. We normalise dates, valuations, and statuses into a consistent schema.

Change detection
Delta extraction

Track new permits and license expirations by diffing against historical runs.

Applications

Who uses BuildZoom data

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

01
Lead Generation

Material suppliers and software vendors target contractors based on recent permit activity and project volume.

02
Market Research

Analysts track regional construction trends, permit valuations, and trade demand.

03
Risk Assessment

Insurance providers and lenders verify contractor licenses, bond statuses, and project histories.

04
Competitor Intelligence

Contracting firms monitor competitor project wins and service area expansion.

05
Real Estate Valuation

Investors model property values based on historical permit data and renovation histories.

06
Subcontractor Sourcing

General contractors identify specialised trades with active licenses and high BZ Scores.

Why DataFlirt

"BuildZoom aggregates the most fragmented dataset in the US: local building permits. We turn that chaos into queryable rows."

Extracting construction data means dealing with inconsistent permit formats, aggressive rate limits, and deep directory structures. DataFlirt manages the residential proxies, JavaScript rendering, and schema normalisation so you get clean, structured data ready for analysis.

Technical Spec

BuildZoom scraper capabilities

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

JavaScript rendering
Full Playwright sessions for dynamic charts and permit details
Supported
Residential proxy rotation
US residential IPs to bypass rate limits
Supported
Permit normalisation
Standardised valuation and date formats
Supported
Directory traversal
Deep crawling by state, city, and trade
Supported
Historical permit extraction
Capture all available historical permits per property
Supported
License verification
Extract state license numbers and statuses
Supported
Change detection
Emit only new permits or updated contractor profiles
Supported
Direct contractor messaging
Automated message sending through BuildZoom platform
Partial
Private project documents
Access to non-public blueprints or contracts
Partial
Infrastructure

Infrastructure powering the pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Orchestrates crawls, handles JS rendering, and manages retries.

Residential Proxy Infrastructure

US residential pools to bypass geo-blocks and rate limits.

Cloud-Native Orchestration

AWS Lambda and ECS for scalable execution, managed by Airflow.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested
CSV
Flat file with typed columns
XLS
Excel compatible format
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
Queryable REST endpoints
PostgreSQL
Upsert into your existing schema
Snowflake
Stage and COPY INTO workflow
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping BuildZoom legal?

Scraping public contractor profiles and permit data is generally permissible. We do not extract private documents or bypass authentication.

How do you handle rate limits?

We use US residential proxies and control request concurrency to mimic normal user behaviour.

Can you extract historical permits?

Yes, we capture the full permit history available on a property or contractor profile.

How frequently can data be updated?

We support daily, weekly, or monthly runs depending on your requirements.

Do you normalise permit valuations?

Yes, we extract raw strings and convert them into structured numeric types where possible.

What is the minimum engagement?

We start with defined target regions or trades, typically covering thousands of profiles.

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

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Get structured contractor and permit data delivered to your warehouse. Tell us your target regions and trades.

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