Practices

Ways of Releasing Value

Enable faster, safer, and more frequent delivery of code, models, and infrastructure. Supports lean delivery flow, release confidence, and measurable outcomes.

Trunk-Based Development

Sooner Better

Immutable Infrastructure Deployments

Safer Sooner

Controlled Releases for ML Models

Safer Better

Self-Service CI/CD Templates

Sooner Better

Feature Flags with Safe Rollback

Sooner Safer

Shadow Traffic & Canary Deployment for Services

Safer Better

Automated Data Pipeline Testing

Safer Better