SYSTEM all green source plangrid.com queue 8,192 pages p99 latency 185ms dataflirt.com · scraper/plangrid-com
RUN · 31 active pipelines · plangrid.com live

PlanGrid ecosystem data,
at warehouse scale.

We extract contractor profiles, partner integrations, public bid listings, and technical documentation from the PlanGrid network. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Contractor profiles
142K /run
App integrations
1,840 /24h
Public bids
12.4K /day
Active pipelines
31
Uptime
99.94%
Data Dictionary

Every field we extract from plangrid.com

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

Complete list of extractable fields for Integration Partners objects from plangrid.com. All fields typed and schema-versioned.

partner_idpartner_namecategorydescriptionwebsitecontact_emailinstall_linksupported_featuresratingreview_count
integration_partners
● 200 OK
"partner_id": "INT-8492",
"partner_name": "Procore",
"category": "Project Management",
"description": "Sync RFIs and submittals directly with PlanGrid workflows.",
"website": "https://procore.com",
"rating": 4.8,
"review_count": 142
# partner_idpartner_namecategorydescriptionwebsitecontact_email
1
2
3

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

company_idcompany_nametradeslocationregion_servedunion_statuscontact_namephonewebsiteproject_history
contractor_profiles
● 200 OK
"company_id": "COMP-1934",
"company_name": "Apex Steel Construction",
"trades": "['Structural Steel', 'Welding']",
"location": "Chicago, IL",
"union_status": "Union",
"phone": "+1-312-555-0199"
# company_idcompany_nametradeslocationregion_servedunion_status
1
2
3

Complete list of extractable fields for Public Bid Listings objects from plangrid.com. All fields typed and schema-versioned.

bid_idproject_namelocationbid_due_dateownerarchitectvalue_estimate_minvalue_estimate_maxstatustrade_requirementsdocuments_url
public_bid listings
● 200 OK
"bid_id": "BID-9921",
"project_name": "O'Hare Terminal Expansion",
"location": "Chicago, IL",
"bid_due_date": "2026-08-15T17:00:00Z",
"owner": "City of Chicago",
"status": "Open"
# bid_idproject_namelocationbid_due_dateownerarchitect
1
2
3

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

review_idapp_idreviewer_nameratingdatereview_texthelpful_votescompany_sizeverified_userresponse_from_developer
app_marketplace reviews
● 200 OK
"review_id": "REV-4821",
"app_id": "INT-8492",
"reviewer_name": "Sarah Jenkins",
"rating": 5,
"date": "2025-11-02",
"helpful_votes": 12
# review_idapp_idreviewer_nameratingdatereview_text
1
2
3

Complete list of extractable fields for Support Documentation objects from plangrid.com. All fields typed and schema-versioned.

article_idtitlecategorysub_categorylast_updatedauthortagsrelated_articlescontent_htmlviews
support_documentation
● 200 OK
"article_id": "DOC-1044",
"title": "Configuring Custom RFI Workflows",
"category": "Field Management",
"last_updated": "2025-09-14T10:00:00Z",
"tags": "['RFI', 'Workflow', 'Admin']",
"views": 14022
# article_idtitlecategorysub_categorylast_updatedauthor
1
2
3

Capabilities

Extracting the construction technology ecosystem

PlanGrid and the Autodesk Construction Cloud run on heavily obfuscated single-page applications. Our pipeline handles the JavaScript rendering, dynamic API discovery, and rate-limit evasion required to map the network.

Integration Marketplace Extraction

Capture partner names, supported features, install links, and user reviews from the PlanGrid App Directory.

Contractor Network Mapping

Extract public contractor profiles including trades, regions served, union status, and contact information.

Public Bid Directory Scraping

Monitor public project listings, bid due dates, owner details, and trade requirements across the network.

Support Forum Archiving

Scrape technical documentation, RFI templates, and community forum threads for NLP training.

Dynamic API Interception

Bypass complex GraphQL and REST obfuscation by intercepting underlying XHR requests directly.

Pagination & State Handling

Traverse infinite-scroll directories and complex nested category trees without dropping records.

Change Detection

Maintain a hash index of previously scraped records. Receive only diffs on subsequent pipeline runs.

Multi-Region Support

Extract localized integration availability and contractor data across US, UK, and APAC regions.

Structured Schema Normalisation

Convert unstructured HTML descriptions and nested JSON responses into flat, queryable warehouse tables.

// engagement pipeline

From target URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target directories, integration categories, or contractor trade filters. We design the extraction schema together.

Pipeline Build
d 2–4

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

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

Navigating Autodesk's application architecture

Modern SaaS platforms deploy aggressive rate limiting and complex state management. Here is how our infrastructure maintains stability.

pipeline-monitor · plangrid.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
JavaScript execution
Single-Page Application Hydration

PlanGrid's public directories rely on heavy client-side rendering. We execute full Playwright sessions to await DOM hydration and trigger lazy-loaded components before extraction.

API interception
Undocumented Endpoint Discovery

Instead of parsing complex DOM structures, our pipeline intercepts the underlying GraphQL and REST network requests, extracting clean JSON directly from the transport layer.

Rate limiting
Intelligent Proxy Rotation

We distribute requests across high-reputation residential IPs, randomising request intervals and user-agent fingerprints to avoid WAF blocks and 429 errors.

Schema drift
Continuous Selector Maintenance

SaaS platforms update their front-end architecture frequently. We deploy fallback selector chains and monitor null-rates to repair pipeline breakages before they affect your downstream data.

Data deduplication
Cross-Directory Normalisation

Contractors and apps often appear in multiple categories. Our orchestration layer deduplicates records using unique platform identifiers, ensuring clean primary keys in your warehouse.

Applications

Who uses PlanGrid network data — and how

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

01
Construction Tech Lead Gen

Software vendors extract contractor profiles and integration matrices to identify high-probability prospects.

02
Competitor Ecosystem Analysis

Product teams monitor the PlanGrid App Directory to track competitor feature sets, ratings, and integration parity.

03
Subcontractor Sourcing

General contractors build proprietary databases of regional subcontractors filtered by trade and union status.

04
Market Trend Mapping

Analysts aggregate public bid listings to forecast regional construction volume and project values.

05
NLP Training on Support Docs

AI companies scrape technical documentation and RFI templates to train construction-specific language models.

06
Integration Gap Analysis

Corporate strategy teams map the Autodesk Construction Cloud partner network to identify acquisition targets.

Why DataFlirt

"The Autodesk Construction Cloud ecosystem contains the most comprehensive directory of construction technology integrations and contractor networks — if you can extract it."

Scraping PlanGrid and its associated network requires navigating heavily obfuscated single-page applications, dynamic API endpoints, and aggressive rate limiting. DataFlirt manages the proxy rotation, JavaScript execution, and schema maintenance so your team can focus on data modelling instead of crawler maintenance.

Technical Spec

PlanGrid scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions for SPA hydration and lazy-loaded components
Supported
CAPTCHA bypass
Automated solver integration for WAF challenges
Supported
Residential proxy rotation
ISP-grade residential IPs to prevent rate limiting
Supported
Change detection (diffs)
Hash-based diffing to emit only updated records
Supported
App marketplace pagination
Traverse infinite scroll and nested category trees
Supported
API interception
Direct extraction from undocumented GraphQL/REST endpoints
Supported
Private project blueprints
Gated plan room data requires authenticated user access
Partial
Internal RFI & Submittal data
Project-specific communications and documents are behind login walls
Partial
Infrastructure

Infrastructure powering the PlanGrid pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across global regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

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
Parquet
Columnar format for BigQuery, Snowflake, Athena
S3
Direct bucket delivery — compatible with any data lake
BigQuery
Streamed directly into your dataset with schema auto-detect
Webhook
HTTP POST per record for real-time downstream processing
Postgres
Upsert into your existing schema with conflict resolution
Snowflake
Stage + COPY INTO workflow — incremental or full-replace
// faq

Common questions.

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

Ask us directly →
Is scraping PlanGrid legal?

Scraping publicly available directory information is generally permissible. DataFlirt targets only public, non-authenticated integration, contractor, and documentation data. We do not extract personal data, circumvent authentication walls, or access private project repositories. Clients should review Autodesk's ToS and consult legal counsel for specific use cases.

How do you handle rate limits and bot protection?

We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. We monitor for WAF blocks in real time and trigger pool rotation automatically.

Can I extract private blueprints or project files?

No. DataFlirt does not circumvent authentication mechanisms to access private project data, RFIs, or submittals. We strictly extract publicly accessible directories and documentation.

How fresh is the data?

Public directories and app marketplaces can be refreshed at daily or weekly cadences. Full catalogue refreshes complete within a 4-8 hour window depending on scale.

What is the minimum viable engagement?

Our packages start at defined directory targets with weekly delivery. We price based on data volume, extraction complexity, and delivery frequency. Contact us with your specific requirements for a scoped quote.

Can I request a sample dataset?

Yes. We provide a sample run of up to 500 records from the integration directory or contractor list during the pre-engagement scoping process to validate schema fit and data quality.

$ dataflirt scope --new-project --source=plangrid.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 directory export or a continuous feed of integration updates — we scope, build, and operate the pipeline. Tell us what you need.

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