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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

Build vs Buy: Should You Run Web Scraping In-House or Use a Managed Data Service?

Should your team build web scraping in-house or buy a managed data service? A practical build vs buy comparison for US businesses - cost, speed, maintenance and risk.

EcommerceMay 2026
Guide14 min read

How to Scrape Amazon Products (2026 Guide)

Complete guide to extracting Amazon product data at scale — fields, anti-bot challenges, refresh cadence, and what to do when you hit blocks.

EcommerceMay 2026
Coming soon

Web Scraping vs Web Crawling: What's the Difference?

The two terms are often used interchangeably but mean very different things in practice. Here is when each makes sense.

Concepts
Coming soon

Choosing Refresh Cadence: Hourly vs Daily vs Weekly

How to pick the right scraping frequency based on your use case, source, and budget — without over-engineering.

Strategy
Coming soon

Building a US Price Monitoring Pipeline: An Architecture Guide

End-to-end architecture for a competitor pricing pipeline — from scraping infrastructure to alerts and BI integration.

Architecture
Coming soon

Hotel Rate Shopping Data Explained for Revenue Teams

What revenue teams need from rate-shopper data — and what most providers get wrong.

Travel

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