Attachments not showing in Outlook can stem from antivirus software blocking files, incorrect email settings, or corrupted cache. Solutions include disabling email scanning in antivirus, adjusting security settings, and clearing the Outlook cache. Ensuring the latest software updates and checking attachment policies can also help resolve this issue.