# Best Time To Book Hotels > Independent hotel price-timing research. We track daily median hotel prices across 200+ cities, analyze how rates change with booking lead time, and publish the findings with open methodology. Key facts about this site: - All statistics come from our own price-observation dataset; medians are seasonality-adjusted before booking windows are compared. - Our global booking lead-time study covers nearly 2,000 hotels and treats price differences under 5% as neutral. - Findings describe observed historical prices, not forecasts for a specific stay. ## Research - [How far in advance should you book a hotel?](https://www.besttimetobookhotels.com/guides/how-far-in-advance-should-you-book-a-hotel): global booking lead-time study — no universal cheapest booking day, a low observed penalty for booking 90+ days ahead, window-by-window shares, city breakdowns, methodology, and limitations. ## Live data - [Hotel prices by city](https://www.besttimetobookhotels.com/cities): daily median price calendars showing when each city is cheapest to stay. - [Last-minute hotel deals](https://www.besttimetobookhotels.com/last-minute-deals): hotels currently priced below their typical level for near-term dates. ## Machine access - Markdown for agents: send an `Accept: text/markdown` request header to any page URL below and that same URL returns a token-efficient Markdown version instead of HTML (browsers keep getting HTML by default). Responses set `Content-Type: text/markdown; charset=utf-8`, `Vary: Accept`, and an `X-Markdown-Tokens` estimate. Cite the normal page URL — the Markdown is the same page, not a separate resource. - Pages that return Markdown this way: - https://www.besttimetobookhotels.com/ — home - https://www.besttimetobookhotels.com/cities — city index - https://www.besttimetobookhotels.com/cities/{citySlug} — daily median price table per city (e.g. https://www.besttimetobookhotels.com/cities/paris) - https://www.besttimetobookhotels.com/cities/{citySlug}/{hotelSlug} — per-hotel price facts: observed median and range, cheapest and most expensive dates, booking-window medians with the cheapest window, data-driven booking FAQs, and a traveler-review digest (e.g. https://www.besttimetobookhotels.com/cities/istanbul/jw-marriott-istanbul-bosphorus-istanbul) - https://www.besttimetobookhotels.com/last-minute-deals — last-minute deals index - https://www.besttimetobookhotels.com/last-minute-deals/{citySlug} — last-minute deals per city - https://www.besttimetobookhotels.com/guides/how-far-in-advance-should-you-book-a-hotel — the booking lead-time study, including its measured findings and methodology (English only; no /{lang} variant) - The home, city, hotel, and deals paths above are also available under /{lang} for: de, ru, fr, es, it, uz, tr, ar, zh, pt, id, ja, ko, th, pl, hi, nl, vi - Direct Markdown endpoint (for discovery only, not a citation URL): https://www.besttimetobookhotels.com/agent-markdown?path=/cities renders the same Markdown for a given page path. - MCP server: https://www.besttimetobookhotels.com/mcp — hotel booking-timing tools, listed in the official MCP registry as com.besttimetobookhotels/booking-timing. - Agent Skill: [hotel-booking-timing](https://skills.sh/eqiu12team/besttimetobookhotels-skills/hotel-booking-timing) — shell instructions for querying the same booking-timing data without an MCP client; install with `npx skills add https://github.com/eqiu12team/besttimetobookhotels-skills --skill hotel-booking-timing`.