Trustpilot Review Scraping: Extract Business Reviews at Scale with Python

Trustpilot hosts over 200 million reviews for businesses worldwide. This data is invaluable for reputation monitoring, competitive analysis, and customer sentiment research. Here's how to extract Trustpilot reviews programmatically with Python. Why Scrape Trustpilot? Reputation monitoring : Track your brand's reviews automatically Competitive analysis : Compare review scores across competitors Sentiment analysis : Understand what customers love and hate Market research : Evaluate business quality in any industry Lead generation : Find businesses with poor reviews (opportunity!) Extracting Business Reviews import requests from bs4 import BeautifulSoup import json import time HEADERS = { " User-Agent " : " Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 " } def scrape_business_reviews ( business_slug , pages = 5 ): """ Scrape reviews for a business on Trustpilot. """ all_reviews = [] for page in range ( 1 , pages + 1 ): url = f " https://www.trustpilot.com/review/ { business