USA AI Web Data Scraping Resource Guides & Price Analytics
Reports, whitepapers, case studies, news, videos, infographics and podcasts on web data, price intelligence and market intelligence — for US retail, ecommerce and digital marketplace teams.
In-depth blogs on US web data trends.
Multi-page blogs drawn from our work tracking pricing, listings and availability across US retail and digital marketplaces.
Scraping US Grocery Store Locations: ShopRite, Smart & Final, Meijer & Beyond
How to scrape US grocery store locations - ShopRite, Smart & Final, Meijer & more - into a geocoded dataset, with sample data and pitfalls, via webdatascraping.us.
Read the blogPowering a Repricing Engine with Live US Marketplace Data (Amazon, Walmart & SHEIN)
How to power a repricing engine with live US marketplace data from Amazon, Walmart & SHEIN - architecture, sample data, and pitfalls, via webdatascraping.us.
Read the blogReducing Food Waste with AI: Using Grocery Pricing, Expiry & Markdown Data
How AI cuts grocery food waste using pricing, expiry and markdown data - what to capture, sample data, and models, via webdatascraping.us.
Read the blogBuilding a US Restaurant Demand Dataset from OpenTable Reservation Signals
How to build a US restaurant demand dataset from OpenTable reservation-availability signals - fields, sample data, and research uses, via webdatascraping.us.
Read the blogIn-depth reports on US web data trends.
Multi-page reports drawn from our work tracking pricing, listings and availability across US retail and digital marketplaces.
US Grocery Price Index 2026: Walmart vs Kroger vs Aldi vs Publix vs Costco by State
Our 2026 US grocery price index comparing Walmart, Kroger, Aldi, Publix & Costco on a standardized basket, by state - from public web data.
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Whole Foods Store Footprint & Assortment Analysis Across the US 2026
Our 2026 report on Whole Foods' US store footprint and assortment - locations by region, assortment breadth and private-label share, from public web data.
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US Weekly Promotions Report 2026: How BOGO Deals Vary by Chain & Region
Our 2026 report on US grocery weekly promotions - how BOGO deals and discount depth vary by chain and region, from public web data.
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Quick Commerce in the US 2026: Instacart vs Amazon Fresh Pricing & Coverage
Our 2026 report on US quick commerce - Instacart vs Amazon Fresh pricing, markups, fees and coverage by metro, from public web data.
Read the reportTechnical whitepapers for data teams.
Deeper, methodology-focused papers on how we build, validate and deliver web data at scale.
Designing a Resilient Web Scraping Pipeline
Architecture patterns for pipelines that survive site changes and scale to many sources.
DownloadWeb Data Quality: A Practical Framework
How to define, measure and enforce quality on a continuously refreshed dataset.
DownloadDelivering Web Data: Files, APIs, Warehouses
Choosing the right delivery model for your team's systems and decisions.
DownloadHow US teams use our web data.
Detailed engagement examples covering the problem, the data we delivered, and the outcome.
Product catalog enrichment for grocery ecommerce
A regional US grocery chain needed a rich, accurate product catalog for its ecommerce launch, requiring product images, descriptions, ingredients, nutrition facts, and dietary attributes across thousands of SKUs.
Read the case studyGrocery store location intelligence for geospatial analysis
A public-health research team needed accurate grocery store location data across multiple US retail chains to identify food deserts and analyze healthy food accessibility using GIS-based mapping.
Read the case studyDaily grocery price intelligence for AI meal planning
A US AI meal-planning startup needed accurate, store-level grocery pricing across major retailers to generate personalized meal plans and shopping lists based on users' preferred stores and budgets.
Read the case studyCompetitor price monitoring across 15 regional markets
A US tire retailer needed reliable SKU-level competitor pricing across 15 markets to support pricing and margin decisions, while replacing an existing vendor without disrupting weekly reporting.
Read the case studyCompany news and announcements.
Product updates, new platform coverage, partnership announcements and team news.
New platform coverage: [Platform]
Announcing new platform support added to our standard coverage.
Read moreProduct update: [Feature]
An update to our delivery layer or dashboard offering.
Read moreTeam announcement: [Hire / Milestone]
Company milestone or team announcement.
Read moreDemos, walkthroughs and explainers.
Short videos showing what our data looks like, how delivery works, and how teams use it day to day.
What our pricing data looks like
A 2-minute walkthrough of a typical daily competitor price dataset.
Watch the videoFrom request to data in 3-7 days
How a typical engagement runs from first call to live feed.
Watch the videoAPI delivery in action
How clients query our REST API endpoints from their systems.
Watch the videoVisual summaries of web data trends.
One-page visuals on pricing, marketplace and delivery trends across US markets.
Anatomy of a Buy Box
How the Buy Box is decided and what data captures it.
View the infographicHow often US retail prices change
A visual look at price-change frequency by category.
View the infographicThe web data stack
From collection to delivery — every layer of a managed data pipeline.
View the infographicConversations on web data and US markets.
Short episodes with practitioners on how web data is used in retail, ecommerce, grocery and travel.
The first episodes are in production. Reach out if you would like to be a guest or be notified at launch.
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Tell us your target sites and fields, and we will return a validated sample dataset within one business day.