Dev/Test/Prod for Admins

• Just like you want to keep your package environment safe, admins want your system kept safe
  • Servers, OS, R/Python, etc
• Promotion matrix
  • IT/Admins can upgrade the environment separately from the data science tooling
  • IT/Admins like to call development and testing “staging”
• This is where DevOps for Data Science starts to become regular DevOps
  • Infrastructure as code