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Web scraping field notes.

Practical guides, USA data extraction insights, and real-world lessons from building data pipelines for ecommerce, travel, real estate, and lead intelligence teams.

Guide14 Min read

Powering 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.

ECOMMERCE28-06-2026
Guide14 Min read

Reducing 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.

GROCERY27-06-2026
Guide14 Min read

Building 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.

FOOD DELIVERY26-06-2026
Guide14 Min read

How to Monitor Hotel Rates Across OTAs for a US Hotel or Small OTA

How to monitor hotel rates across OTAs for a US hotel or small OTA - what to capture, sample data, and pitfalls of rate scraping, via webdatascraping.us

TRAVEL25-06-2026
Guide14 Min read

Costco & Warehouse-Club Price Scraping: What's Possible and How

What's possible with Costco & warehouse-club price scraping - membership walls, per-unit pricing, sample data, and pitfalls, via webdatascraping.us.

GROCERY24-06-2026
Guide14 Min read

How to Build an AI Grocery Pricing App with Real-Time Data from Walmart, Kroger, Target & Meijer

How to build an AI grocery pricing app on real-time data from Walmart, Kroger, Target & Meijer - architecture, sample data, and pitfalls, via webdatascraping.us.

GROCERY23-06-2026

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