S3 / Data Lake
Workflow Orchestration
Airflow/Prefect/Flyte
Model Registry
Model Testing Workflow
Critical Test Data Evaluation • Performance Metrics • Validation
Drift Detection Workflow
Statistical Analysis • Distribution Comparison • Alert Generation
Model Serving Infrastructure
Canary Deployment • Scaling • Monitoring • Rollback Capabilities