Healthy data ecosystems AI

Capabilities

Climate for Learning

• Code maintainability
• Documentation quality
• Empowering teams to choose tools
• Generative organizational culture
• Job satisfaction
• Learning culture
• Team experimentation
• Transformational leadership
• Well-being

Fast Flow

• Continuous delivery
• Database change management
• Deployment automation
• Flexible infrastructure
• Loosely coupled teams
• Streamlining change approval
• Trunk-based development
• Version control
• Visual management
• Work in process limits
• Working in small batches

Fast Feedback

• Continuous integration
• Customer feedback
• Monitoring and observability
• Monitoring systems to inform business decisions
• Pervasive security
• Proactive failure notification
• Test automation
• Test data management
• Visibility of work in the value stream