Privacy concerns in computing encompass safeguarding personal information from unauthorized access, ensuring data protection, and respecting individuals' rights regarding their information. It involves addressing issues such as data breaches, surveillance, data collection practices by companies or governments, the use of personal data for profiling or targeted advertising, and the ethical implications of handling sensitive information in technology systems.