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Notes from the web data trenches

How hard targets actually behave, and what we learned building infrastructure around them.

Guides2026-08-1214 min

How to Scrape Google Maps (2026 Guide)

Collect business listings, ratings and reviews from Google Maps reliably — without maintaining a browser farm.

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Guides15 min

Scrape Amazon Product Data with Python

A practical walkthrough for pulling prices, buy box, stock and reviews from Amazon at scale.

2026-08-05
Engineering16 min

Cloudflare Bypass: What Actually Works in 2026

A technical look at Turnstile, TLS fingerprinting and why most open-source bypasses stopped working.

2026-07-28
Comparisons12 min

Playwright vs Puppeteer for Web Scraping

Two mature browser automation libraries, and how to decide which one your crawler should use.

2026-07-19
AI14 min

Extracting Structured Data from HTML with LLMs

When language-model extraction beats CSS selectors, when it doesn't, and how to keep it accurate and cheap.

2026-07-08
Engineering11 min

How to Rotate Residential Proxies Properly

Session strategy, geo-targeting and the mistakes that get clean IP pools burned.

2026-06-24
Guides16 min

Zillow API Alternative: Build Your Own Real Estate Database

The official Zillow API is closed to most developers. Here is how to assemble a property database from public listing pages — with the crawl, the schema, the credit math and the legal caveats.

2026-08-29
Guides13 min

Real Estate Data API: Buy One or Build One?

A field guide to property data APIs — what the vendors actually sell, where the gaps are, and how to assemble the equivalent from public listing pages when licensing does not fit.

2026-08-29
Guides12 min

How to Scrape Idealista and Other European Property Portals

Geography-bound access, cookie walls, GDPR and per-country quirks — a practical guide to collecting listing data from Idealista, Fotocasa, ImmobilienScout24 and Rightmove.

2026-08-29
Guides11 min

How to Find and Extract a Company's EIN from the Web

Where US Employer Identification Numbers actually live, how to tell a real one from a phone number, and how to sweep thousands of company domains without drowning in false positives.

2026-09-05

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