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Notes on public web data

How to collect public data, what the sources actually return, and how to build on it without maintaining a scraper stack.

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Data5 min read2026-08-07
Business Data Scraper: What the Fields Actually Are

Most disappointment with business data tools comes from expecting fields that were never on the source. Here is the honest inventory.

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Google Maps9 min read
The Google Local Pack: What It Is and What You Can Scrape From It

Three surfaces look identical on a results page and expose completely different fields. Knowing which one you are looking at decides whether your data is collectable.

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Lead generation6 min read
Which Local Niches Are Actually Worth Prospecting

A personal injury firm and a yoga studio are the same API call with a different query string, and completely different businesses to sell to.

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Web Scraping9 min read
Web Scraping for Beginners: Complete Guide to Data Extraction

Web scraping doesn't have to be complex. This beginner's guide walks you through what web scraping is, how it works, the best free tools, and real-world examples. Extract valuable business data in hours, not weeks.

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Google Maps4 min read
Google Maps Lead Scraper: How to Export Local Business Leads

A practical guide to exporting local business leads from Google Maps searches without code, browser extensions, or a custom scraping setup.

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Beginner Guides3 min read
Simple Web Scraper for Beginners: What to Use When You Just Need a CSV

Most web scraping tools are built for technical users. Here is how beginners can think about simple scraping workflows that end with a usable CSV.

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Pricing3 min read
Web Scraper With No Subscription: When Pay-As-You-Go Makes More Sense

A no-subscription web scraper is often the better choice when you need occasional data exports without monthly software overhead.

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Lead Generation7 min read
How to Export Google Maps Leads in Bulk (Without Coding)

Export Google Maps leads in 5 minutes—without coding. A practical walkthrough from signup to CSV download.

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Every guide should lead back to a practical search, preview, or CSV export workflow.
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