Scraping Tender and Government Procurement Data

Government procurement is a $13 trillion global market. Companies that find relevant tenders first gain a massive competitive advantage. Here's how to build a procurement data scraper. Why Scrape Procurement Data? Government tender portals are fragmented -- each country, state, and municipality runs its own platform. No single API covers everything. Scraping consolidates opportunities into one pipeline. Building the Scraper pip install requests beautifulsoup4 pandas schedule import requests from bs4 import BeautifulSoup import pandas as pd from datetime import datetime class TenderScraper : def __init__ ( self , proxy_api_key ): self . api_key = proxy_api_key self . tenders = [] def scrape_portal ( self , url , selectors ): proxy_url = f " http://api.scraperapi.com?api_key= { self . api_key } &url= { url } " resp = requests . get ( proxy_url , timeout = 30 ) soup = BeautifulSoup ( resp . text , " html.parser " ) results = [] for item in soup . select ( selectors [ " container " ]): tit