layers with testing/expectations, SCD handling and lineage; optimise partitioning and file sizes.
Build Phase 2
Oracle
interfaces (API/flat-file staging), field mappings and validations; support reconciliations.
Automate environment promotion (Dev/QA/Prod) and CI/CD; expose operational metrics.
Leverage