Structured data for the sectors that depend on it
From e-commerce and real estate to AI training and financial intelligence. We build web data pipelines for the industries where data quality directly drives business outcomes.
How far the same delivery machinery already reaches.
E-commerce
Stay ahead of the competition with real-time visibility into competitor pricing, product catalogues, and promotional activity across thousands of retailers.
- Competitor price monitoring at SKU level
- Product catalogue enrichment and normalization
- Promotional and discount tracking
Retail
Protect margins and optimize assortment decisions with structured data from retailers, distributors, and marketplaces updated on your schedule.
- Shelf share and availability tracking
- MAP policy compliance monitoring
- Private label benchmarking
Marketplaces
Aggregate multi-seller data from platforms like Amazon, eBay, and niche vertical marketplaces into a single normalized schema for analytics.
- Seller performance and ratings data
- Buy Box win rate and pricing analysis
- Category-level assortment mapping
AI & Machine Learning
Build high-quality, diverse training datasets from public web sources. We handle scale, deduplication, and QA so your ML team can focus on model development.
- LLM pre-training and fine-tuning datasets
- Image and product taxonomy training data
- Multilingual and multi-domain text corpora
Real Estate
Track listings, price movements, and market trends across portals and agencies, normalized to a single schema regardless of source.
- Property listing aggregation across portals
- Price history and time-on-market tracking
- Agent and agency performance data
Recruitment & HR Tech
Power labor market intelligence platforms and talent analytics tools with structured job posting data at any scale.
- Job posting aggregation from 800+ boards
- Skills and salary benchmarking data
- Hiring trend and headcount analysis
Finance & Investment
Supplement financial models with structured alternative data: pricing signals, sentiment proxies, hiring trends, and public company disclosures.
- Alternative data for quant strategies
- ESG and public sentiment signals
- Sector-level pricing and supply intelligence
Travel & Hospitality
Monitor airfare, hotel rates, availability, and competitor packages across OTAs and direct booking channels in real time.
- Dynamic pricing and availability data
- OTA rate parity monitoring
- Review aggregation and sentiment tracking
Live Events & Ticketing
Full-depth listing data across TickPick, StubHub, Ticketmaster and SeatGeek: seat-level pricing, fees, availability and how an event sells down over its run-up.
- Cross-marketplace price comparison, fees included
- Sell-through and demand curves per section
- Primary face value against resale market price
Automotive
Extract structured vehicle inventory, pricing, and specification data from dealer networks and classified platforms.
- Used vehicle inventory and pricing data
- Dealer stock monitoring and tracking
- Trim-level spec and features aggregation
Market Research
Build bespoke research datasets from any combination of public web sources, tailored to your methodology and analysis framework.
- Consumer review and rating aggregation
- Brand perception and category mapping
- Geographic market sizing datasets
Lead Generation
Extract structured business data from directories, registries, and professional platforms to power your outbound and sales intelligence workflows.
- Business directory and registry data
- Contact data enrichment at scale
- Vertical-specific company profiling
Brand Monitoring
Track brand mentions, product reviews, and competitive narrative across news sites, forums, marketplaces, and review platforms.
- Product review aggregation and analysis
- Competitor brand mention tracking
- News and editorial coverage monitoring
What We Collect Across Industries
Common data types we extract, clean, and deliver, customized to your schema and schedule.
Pricing & Commercial
- Product prices
- Promotional discounts
- Competitor price history
- Bundle pricing
- Regional price variations
- Stock availability
Product & Catalog
- Product titles & descriptions
- SKU & GTIN codes
- Specifications & attributes
- Images (URLs)
- Category & taxonomy
- Brand information
Listings & Inventory
- Property listings
- Job postings
- Vehicle inventory
- Hotel availability
- Menu / rate cards
- Business directory listings
Market Intelligence
- Review scores & counts
- Sentiment analysis
- Market share signals
- Launch dates
- Sales rank indicators
- Trending keywords
People & Organizations
- Company information
- Executive contacts
- Job titles & seniority
- LinkedIn profiles
- Funding records
- Company headcount
Locations & Geography
- Address & coordinates
- Property boundaries
- Store locations
- Branch listings
- Coverage maps
- Regional market data
Don't see your industry listed?
We've worked across dozens of verticals. If your use case involves publicly available web data, we can almost certainly build a pipeline for it. Let's talk.
No retainer required to find out whether your sources are feasible.