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yangchuansheng
yangchuanshengCOMMUNITY
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Website𝕏@carsonyungosGitHub

Booking.com — Scraping & Data Extraction

Extract Booking.com property and pricing data via headless browser automation.

9|Updated Apr 23, 2026
Search Tags:#graphql#waf#data-extraction#web-scraping#browser-automation#sitemaps#booking.com
One-click install
npx skills add https://github.com/yangchuansheng/browser-harness-rust --skill booking-com-scraping-data-extraction
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Booking.com — Scraping & Data Extraction
Source: https://github.com/yangchuansheng/browser-harness-rust/tree/main/domains/booking-com
Command: npx skills add https://github.com/yangchuansheng/browser-harness-rust --skill booking-com-scraping-data-extraction

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Booking.com exposes data behind a WAF and dynamic pages, making direct HTTP extraction unreliable and brittle. This Skill provides a browser-driven workflow to access search results, hotel pages, and GraphQL endpoints through controlled navigation and in-page extraction.

Core Features & Use Cases

  • Browser-driven extraction of search results, property details, and pricing data using goto, wait_for_load, and DOM/JSON-LD parsing.
  • Sitemap-based URL discovery to enumerate property and city pages without full-page rendering.
  • GraphQL exploration and schema validation to reveal available fields and operation names without authentication.

Quick Start

Launch a Booking.com session and navigate to a search results URL to begin data extraction.

Frequently Asked Questions about Booking.com — Scraping & Data Extraction

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I scrape Booking.com data when blocked by a WAF?▼

Scrape Booking.com data bypassing WAF restrictions by driving a headless browser through controlled navigation, wait_for_load commands, and client-side JS execution to access property pages.

Can I extract Booking.com hotel pricing data without rendering the full page?▼

Yes, you can extract hotel pricing data using sitemap-based URL discovery to enumerate property pages and by parsing embedded JSON-LD data without executing full-page JavaScript rendering.

How do I explore Booking.com GraphQL endpoints for available fields?▼

Explore Booking.com GraphQL endpoints by performing schema validation through browser automation, revealing available fields and operation names without requiring direct authentication.

What's the best way to handle GDPR banners when web scraping Booking.com?▼

Handle GDPR banners during Booking.com web scraping by executing browser automation workflows that interact with or dismiss consent prompts before extracting page content.

Does this Booking.com extraction workflow require browser automation?▼

Yes, this Booking.com extraction workflow requires a browser automation setup to execute goto commands, handle WAF challenges, and perform client-side JS execution for dynamic content.

Why does direct HTTP extraction fail on Booking.com property pages?▼

Direct HTTP extraction fails on Booking.com because dynamic pages and WAF protections block static requests, requiring a headless browser to properly render JavaScript and pass challenges.

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