I am concerned that other baby monitors can pick up our conversations, can this happen with Angelcare monitors?

No. Angelcare Baby Monitors have 2 frequencies and 8 channels, providing optimal sound quality and security. The channels can be selected manually. If you have two Angelcare Baby Monitors, please always place the Parent Units at least 1 meter apart from each other.