Notes on public web data

Build a useful Amazon search dataset with query context, ASINs, organic and sponsored positions, prices, and collection timestamps.

A practical auto repair lead generation plan for workshops, plus the difference between driver enquiries and lists of repair businesses.

A practical guide to the local pack, map pack, and snack pack, with a checklist for improving visibility and measuring it accurately.

Get more suitable appointment enquiries by connecting your local visibility, haircut portfolio, booking experience, and client follow-up.

Compare 20 local business niches, understand the searches behind them, and validate demand in your city before choosing a market.

Separate customer moving enquiries from B2B mover lists, then build a lead process around service area, move details, response time, and booked jobs.

Collect service-provider results without confusing paid visibility, Maps listings, and customer lead data.

Understand official and third-party TikTok search options, then build a focused public-content research workflow without confusing hashtags with native search.

A practical field guide to local business data: what comes from the listing, what enrichment adds, and what needs separate verification.

Choose the right collection surface: exact local-pack observations for SEO reporting, or Maps business records for 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.

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.

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

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.

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

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