A recent insider threat was identified when a vendor left a rogue Raspberry Pi device on a customer's Industrial Control Systems (ICS) network, highlighting supply chain vulnerabilities. Historical incidents, including the 2014 Havex attack and the 2018 semiconductor breach, exemplify the risks associated with compromised software within ICS environments. Darktrace's analysis pointed out unusual metadata linked to the device's encrypted connections, indicating potential risks despite lacking overt malicious signs. Additionally, advanced techniques like ClickFix baiting have been employed by threat actors such as APT28 and MuddyWater, utilizing social engineering to execute malicious commands and allowing for lateral movement within networks, thereby increasing the potential for sensitive data exfiltration.