Scraping Freelance Platforms: Upwork, Fiverr, and Toptal

Freelance platforms hold valuable market data: pricing trends, in-demand skills, and competitive intelligence. Scraping Upwork, Fiverr, and Toptal can reveal what clients are willing to pay and what services are trending. Why Scrape Freelance Platforms? Pricing research — understand market rates for your skills Trend analysis — spot emerging skills before they peak Lead generation — find potential clients posting relevant jobs Competitive intelligence — see how top freelancers position themselves Setting Up pip install requests beautifulsoup4 pandas Scraping Upwork Job Listings import requests from bs4 import BeautifulSoup from dataclasses import dataclass import time @dataclass class FreelanceJob : title : str description : str budget : str skills : list platform : str url : str def scrape_upwork_jobs ( search_term , api_key , pages = 3 ): jobs = [] for page in range ( 1 , pages + 1 ): url = f " https://www.upwork.com/nx/search/jobs/?q= { search_term } &page= { page } " proxy_url = f