Yes, criminals can infect your desktop or mobile device with spyware without your knowledge. In fact, that's the whole point of this malware — to steal your data without causing visible symptoms on your device. For example, a keylogger secretly installs on your device and then operates silently, recording everything typed on your device. Spyware is often only detected when users run a malware scan with antivirus software.