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01Services

Web scraping services for structured data.

Public web data collection, preparation, and analysis for your business. We agree the sources, fields, and permitted use, then prepare completed results for your client workspace.

01

Price monitoring

Daily price snapshots for your SKU list at Lowe’s and The Home Depot, at store-level granularity.

Delivery

ParquetCSVJSONDashboard

What's included

  • Daily refresh cadence, tracked from day one
  • Store-level price capture, not just national averages
  • Full price history accrues for every tracked SKU
  • Provenance metadata on every observation
  • MAP-monitoring-ready exports for brands

02

Product catalog extraction

PDP capture — titles, attributes, variants, images, spec tables — scoped and built to order for your category.

Delivery

JSONLParquetCSV

What's included

  • Custom-built per project against your target sources
  • Fields and variant handling defined in the scope
  • Schema mapping to your internal taxonomy
  • One-time pull or recurring feed
  • Sample delivered before you commit

03

Inventory & availability

Store-level stock signals at Lowe’s and The Home Depot. Know what is on the shelf, market by market.

Delivery

ParquetCSVJSONDashboard

What's included

  • Store-level stock state per SKU (Lowe’s, Home Depot)
  • In-stock / out-of-stock tracked day over day
  • Availability history for trend and velocity analysis
  • Inventory captured alongside price in one observation
  • Additional retailers scoped on request

04

Ratings & reviews

Public aggregate ratings and review counts, with field coverage and collection scope confirmed for each project.

Delivery

ParquetJSONLCSV

What's included

  • Star rating + review count per SKU, per capture
  • Rating and review-volume trends over time
  • Review text considered only after rights and privacy review
  • Clean, structured output ready for sentiment analysis
  • Delivered alongside price and availability data

05

Custom one-off datasets

One-time research projects — from category audits to niche enrichment. Fast turnaround, fixed pricing.

Delivery

CSVExcelJSONParquet

What's included

  • Sample within 48 hours
  • Fixed quote — no surprises
  • Permitted uses and source restrictions documented in the project scope
  • 7-day delivery for most projects
  • Re-runs available at discount

06

Travel & hospitality (Airbnb)

Airbnb listing-level supply, pricing, and amenities — available on request at the city or market level.

Delivery

ParquetCSVJSON

What's included

  • Listing-level rate and availability capture
  • Amenity + listing attribute extraction
  • Market-level supply snapshots
  • City-level competitive analysis
  • No host PII — listing data only

07

AI training data

Structured datasets for AI training, fine-tuning and evaluation, collected and prepared to an agreed specification.

Delivery

CSVJSONParquet

What's included

  • Custom collection against your source list and schema
  • Client dashboard for delivered retail observations
  • Source URLs, observation dates and import batch metadata
  • Deduplication, labelling and quality checks scoped per project
  • Custom JSONL preparation and evaluation splits by agreement

Public data.
Responsible collection.

We collect only publicly available web data. Our policy requires source review, respect for access restrictions, and a defined purpose for every project. Public access alone does not establish rights to redistribute content or use it for AI training.

Read our data collection policy

→ 03 · Begin

Tell us what data you need. We'll deliver it.

One short form. No sales decks. We'll respond within a business day with a sample, a price, and a timeline.

Start a projecthello@veinwork.cloud