We extract integration partner details, public case studies, community forum discussions, and software documentation from CoConstruct. Delivered as clean JSON, CSV, or Parquet to your warehouse.
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 coconstruct.com. All fields typed and schema-versioned.
"partner_id": "INT-8492", "name": "QuickBooks Online", "category": "Accounting", "website_url": "https://quickbooks.intuit.com", "rating": 4.8, "review_count": 342
| # | partner_id | name | category | description | website_url | logo_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Community Forum Posts objects from coconstruct.com. All fields typed and schema-versioned.
"post_id": "FRM-9921", "topic_category": "Estimating", "title": "Handling volatile lumber prices in templates", "reply_count": 14, "view_count": 892, "created_at": "2026-03-12T14:22:00Z"
| # | post_id | author_name | author_role | topic_category | title | body_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Case Studies objects from coconstruct.com. All fields typed and schema-versioned.
"company_name": "Apex Custom Homes", "company_size": "10-50 employees", "location": "Austin, TX", "project_type": "Custom Residential", "roi_metrics": "Reduced estimating time by 40%", "published_date": "2025-11-04"
| # | case_id | company_name | company_size | location | project_type | challenges |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Help Centre Docs objects from coconstruct.com. All fields typed and schema-versioned.
"doc_id": "DOC-332", "category": "Financials", "title": "Syncing Purchase Orders with Accounting", "author": "CoConstruct Support", "last_updated": "2026-01-15T09:00:00Z", "helpful_votes": 245
| # | doc_id | category | subcategory | title | content_markdown | author |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Template Libraries objects from coconstruct.com. All fields typed and schema-versioned.
"template_id": "TMP-104", "name": "Standard Kitchen Remodel Estimate", "category": "Estimating", "field_count": 128, "download_count": 4502, "last_updated": "2025-08-22T11:30:00Z"
| # | template_id | name | category | description | field_count | industry_focus |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Our pipeline handles the complexities of modern SaaS platforms: dynamic JavaScript rendering, rate limiting, and deeply nested directory structures.
Extract integration partner details, ratings, and contact information from the app marketplace.
Capture builder discussions, pain points, and feature requests across all public forum categories.
Extract support documentation and convert HTML to clean Markdown for LLM training pipelines.
Extract ROI metrics, company profiles, and qualitative feedback from published success stories.
Extract public construction templates, categorisation data, and usage metrics.
Monitor software feature updates, pricing tiers, and module availability.
Only scrape updated forum posts or modified documentation to reduce pipeline load.
Execute full browser sessions for single-page application content that headless clients miss.
Run daily or weekly syncs to keep your warehouse aligned with the live ecosystem.
Bypass Cloudflare and standard SaaS rate limits using residential proxy rotation.
Brief in. Clean data out.
Provide target directories, forum categories, or documentation sections. We design the extraction schema.
We configure Scrapy and Playwright crawlers, proxy rotation, and session management for the target domain.
Schema validation, null-rate checks, and data normalisation rules are applied before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket or data warehouse on an agreed cadence.
Extracting data from single-page applications requires specific infrastructure. Here is how we maintain pipeline stability.
SaaS platforms employ strict rate limiting and Cloudflare protection. Our crawlers use residential ISP proxies with realistic browser fingerprints and randomised request timing to maintain access.
Modern software marketing sites and help centres are heavily JavaScript-rendered. We run full Playwright browser sessions with lazy-load triggering to capture all dynamic content.
SaaS platforms update their frontend frequently. Our selector strategy uses multiple fallback chains per field so a layout change does not break your data pipeline.
For forums and documentation, we maintain a hash index of last-seen values. Subsequent runs only push diffs, reducing downstream processing load.
Help centre articles and forum posts contain complex HTML. We strip tracking tags and convert content to clean Markdown, optimising it for LLM ingestion.
AI companies ingest help centre documentation and forum discussions to train construction-specific language models.
Construction software vendors monitor feature matrices, pricing updates, and integration additions.
Sales teams extract integration partner directories to identify co-marketing and partnership opportunities.
Analysts mine community forums to identify builder pain points and emerging industry trends.
Investors track app marketplace growth and partner ratings to evaluate platform stickiness.
Marketing teams analyse top-performing case studies to benchmark ROI metrics and narrative structures.
"SaaS ecosystems like CoConstruct hold a wealth of industry sentiment and technical documentation, but it remains locked in unstructured HTML until properly extracted."
Extracting data from modern single-page applications requires full browser rendering and resilient selector strategies. DataFlirt handles the infrastructure complexity, delivering clean, normalised data so your engineering team can focus on downstream integration and analysis rather than maintaining fragile scraping scripts.
Everything supported by our coconstruct.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 rendering and interaction flows for SPA content.
Pipelines run on AWS ECS. Airflow handles scheduling, dependency management, and SLA alerting. State is stored in managed Postgres.
Dedicated post-processing workers strip DOM artifacts and convert complex HTML into structured JSON or clean Markdown for LLM ingestion.
Data delivered to where your team already works — no new tooling required.
About coconstruct.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated directory, forum, and documentation data. We do not extract personal data or circumvent authentication walls.
We use residential ISP proxies, Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour to navigate standard rate limits and Cloudflare layers.
No. DataFlirt strictly extracts publicly accessible data. We do not support BYO-credentials for scraping private project financials or authenticated builder portals.
We can configure pipelines to run daily or hourly change-detection syncs on specific forum categories, ensuring your dataset reflects recent community discussions.
Yes. Our pipeline includes a text processing step that strips navigation elements and converts article body HTML into clean Markdown, which is optimal for RAG and LLM training.
Our smallest packages start at a defined extraction scope, such as the complete help centre or partner directory, with weekly delivery.
Yes. We provide a sample run of up to 100 forum posts or directory profiles during the scoping process so you can validate schema fit before committing.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off documentation dump for LLM training or a continuous forum monitoring feed, we scope, build, and operate the pipeline. Tell us what you need.
