Digital transformation involves the adoption of digital technologies to change the way companies operate and deliver value to their customers. Software testing is critical to ensure that software systems remain reliable and secure. However, testing in the context of digital transformation can be particularly challenging due to the complexity and scale of the systems involved. To overcome these challenges, organizations can adopt new testing strategies and tools, such as leveraging machine learning algorithms like K-Means and Anomaly Detection.