Big tech companies manage data collection ethically by implementing transparent policies, adhering to privacy regulations, and prioritizing user consent. Companies must provide clear information regarding what data is collected, how it is used, and whether it is shared with third parties. Ethical data management involves employing robust security measures to protect user information and ensuring that data collection practices align with users' preferences. Additionally, many companies are investing in tools and frameworks that promote transparency and accountability in their data-driven operations.