Environmental, Social, and Governance (ESG) information has become a central input to investment decisions, credit risk models, supply-chain management, and regulatory compliance. Yet, most ESG-relevant data - especially sustainability claims - are not in neat, structured databases. They are buried in corporate websites, CSR reports, social media posts, product pages, regulatory filings, and news articles, often behind JavaScript-heavy front-ends and anti-bot protections.