The Worldwide F&B dataset from Dotlas includes extensive data on restaurants in the US, EU, and the Middle East, covering 24 countries. It provides metadata, social profiles, menus, reviews, pictures, and more for over 100,000 records, with flexible delivery options including S3 Bucket, SFTP, Email, REST API, and more.