We do not provide any custom lab environment as we believe that it is better to dig into live AWS, Azure, and GCP environments to practice and apply real-world data skills. For our repository of big data projects, ProjectPro users can practice and apply big data skills using the AWS Free Tier and Azure Free Tier to enable lab environments in the cloud. The cloud lab environments provided by AWS, Azure, and GCP are real-time, safe, and provide risk-free trial and error for use either on a home network or on a corporate network connection. For practicing and applying real-world data science and machine learning skills, beginners and experts can use the incredibly powerful tool Jupyter Notebook for interactively developing, presenting, and streamlining end-to-end data science workflows.