This repository is a sanitized case study.
- No real client code or client data is included.
- Bank names, volumes, and SLOs are illustrative.
- JSON schemas and table names are synthetic.
The patterns shown here – Streaming Pipelines, Batch Pipelines, ETL/ELT, and ML governance – are intended for learning, interview discussions, and portfolio demonstration only.
When using similar patterns in a real environment:
- Follow your organisation's security, privacy, and model risk policies.
- Do not expose PII or confidential business metrics.
- Engage risk, legal, and compliance teams before deploying ML-based risk scoring to production.