Batch Ingestion
(Nightly CDC)
Streaming Ingestion
(Kafka/Kinesis)
Data Lake / Warehouse
ETL/ELT (dbt/Spark)
Feature Store
(Entities)
Training Pipelines
(Airflow/Prefect)
Model Registry
Batch & Real-time Scoring
Explainability & Evidence
Audit & Case Management UI