To obtain financial data for private companies during initial due diligence, request financial statements, tax returns, and bank statements directly from the company under a Non-Disclosure Agreement (NDA). Conduct management interviews, review internal records, and compare performance with industry benchmarks. Utilize third-party audits if available, leverage professional networks for additional insights, and check public records or regulatory filings for any relevant financial information.