2015-4-20 · In the past, caller ID spoofing has been used to break authentication on voicemail. However, there are a number of ways to protect yourself when you think the caller ID has been spoofed. What Is Caller ID Spoofing? Caller ID spoofing is the process of changing the caller ID to any number other than the calling number.