This paper details a data-driven methodology that uses Artificial Intelligence (AI) and Machine Learning (ML) models to automate service scaling. The primary objective is to fulfill service requirements while simultaneously reducing the consumption of network, computing, and storage resources. This method has been integrated into the 5Growth service management software platform, and a prototype was developed to showcase the 5Growth AI/ML platform’s capability in a closed-loop automation system to support automated service scaling.