The Olery dataset provides over 2 billion reviews spanning 10 years from multiple review sources worldwide, focusing on attractions, restaurants, accommodations, and more in the hospitality sector across 13 countries. The data includes numerical ratings, sentiment ratings, traveler experience scores, and reviewer origin details.