Guides

Practical, no-fluff guides to extracting structured web data from Trip.com & Ctrip, Expedia, Hotels.com, TripAdvisor, Google Hotels, MakeMyTrip & Goibibo, Airbnb, G2, and Indeed, for competitive intelligence, hospitality analytics, hiring research, and AI pipelines.

G2 · How-to

How to Scrape G2 Reviews for Competitive Intelligence

What you can extract, why DIY breaks, and how to get clean structured G2 data in minutes.

G2 · Compare

Best G2 Review Scraper in 2026: Tool vs DIY vs Official

An honest comparison across cost, structure, reliability, and the fields that matter.

Travel · How-to

How to Scrape Trip.com & Ctrip (携程) Hotel Reviews

Both the global and mainland-China datasets in one run, sub-ratings, owner responses, travel type.

Travel · How-to

How to Scrape Expedia & Hotels.com Hotel Reviews

1–10 ratings, sub-ratings, traveler type, photos, and owner responses, across all seven Expedia Group brands in one run.

Travel · How-to

How to Scrape Hotels.com Reviews

Guest ratings, category sub-ratings, traveler type, photos, and owner responses as clean fields, plus the six sibling Expedia Group brands in one run.

Travel · How-to

How to Scrape Google Hotels Prices & Reviews

The full OTA rate ladder per hotel with booking links, per-room rates, multi-date price windows, and reviews, for rate shopping and revenue management.

Travel · How-to

How to Scrape MakeMyTrip & Goibibo Reviews

Hotel reviews from India's two largest OTAs in one run: rating, title, text, travel type, room, photos and owner replies, plus a free hotel profile with sub-ratings.

Travel · How-to

How to Scrape Airbnb Data to CSV

Export Airbnb listings, prices, 12-month availability, occupancy, ADR, RevPAR and reviews as JSON or CSV. A pay-per-use AirDNA alternative, no API key.

Travel · How-to

How to Scrape TripAdvisor Reviews to CSV

Export all TripAdvisor reviews from any hotel, restaurant or attraction: subratings, owner responses, official category subratings and the AI review summary, no API key.

Jobs · How-to