Horizontal architecture in edge computing allows solutions to cater to various verticals, similar to cloud systems. Security remains a critical concern, especially with IoT devices that gather personal data, while scalability is essential for supporting vast networks of nodes. Understanding the distinction between security and privacy is crucial, as vulnerabilities can lead to both data breaches and potential physical threats.