What does a VPN not hide?

Could you please elaborate on what a VPN, or Virtual Private Network, does not hide? Are there specific types of data or online activities that remain visible even when using a VPN? Are there any security vulnerabilities or limitations that users should be aware of when relying on a VPN for privacy? Additionally, how can one ensure that their online activity is truly private and secure, even with the use of a VPN?