Best Goodreads Scrapers in 2026: Book Data Without the Old API

Goodreads killed its public API in December 2020. If you need book data — ratings, reviews, author info, shelves — web scraping is now the only realistic option. This guide covers the best tools available in 2026 for scraping Goodreads, from cloud-based actors to DIY approaches. Why Goodreads Data Still Matters Even without an API, Goodreads remains the largest book database on the web: 200+ million reviews across millions of titles 150+ million registered users generating reading activity Rich metadata: genres, series info, edition details, author bios Common use cases include: Book recommendation engines — pull ratings and genre tags to build collaborative filtering models Publisher market research — track which genres trend, what ratings new releases get Author tracking — monitor new releases, rating changes, review sentiment Academic research — reading habits, genre popularity over time Library collection development — identify high-demand titles by rating volume The Scraping Lands