Scraping Booking.com Without Touching the Search Box (City Landings + the Apollo Cache)

Short summary

A detailed technical guide on scraping Booking.com by navigating directly to stable city landing pages instead of using flaky UI automation, then extracting hotel data from the embedded Apollo GraphQL cache rather than parsing minified DOM. The author ships an Apify actor with MCP support for agent integration. Key insight: frontends increasingly ship their full data model in a single script tag, cleaner than any HTML parse.

• •City landing pages with stable URLs bypass flaky autocomplete UI entirely
• •Hotel data extracted from embedded Apollo GraphQL cache, not the DOM
• •Shipped as Apify actor with MCP config for AI agent integration; no-charge on empty results

Generated with AI, which can make mistakes.