Scraping Carbon Credit Markets and ESG Data

Introduction The carbon credit market exceeded $900 billion in 2025, and ESG (Environmental, Social, Governance) data drives trillions in investment decisions. Yet much of this data is scattered across registries, exchanges, and corporate reports. Building scrapers for carbon and ESG data gives you an edge in sustainability analysis and green finance. Setup import requests from bs4 import BeautifulSoup import pandas as pd import json import time from datetime import datetime # Handle complex registry sites # Get your API key: https://www.scraperapi.com?fp_ref=the52 SCRAPER_API_KEY = " your_key_here " BASE_URL = " http://api.scraperapi.com " Scraping Carbon Credit Registries Public registries like Verra and Gold Standard list verified carbon offset projects: def scrape_verra_registry ( status = " registered " ): """ Scrape Verra VCS carbon credit projects. """ url = " https://registry.verra.org/app/search/VCS " params = { " api_key " : SCRAPER_API_KEY , " url " : url , " render " : " tr