To identify sensitive information in a codebase, pay attention to data like passwords, PINs, social security numbers, encrypted files, external resources, version control systems, backup files, and source code. Also, run an overall code review uniformly and use automated scanning tools to detect sensitive data efficiently. Establish clear guidelines for handling sensitive data and educate team members on secure coding practices.