Services
Data engineering
- Ingestion from operational databases and external APIs
- Batch and streaming transformations with explicit schemas
- Data quality checks and lineage documentation
Platform operations
- Containerised deployments and reproducible environments
- Metrics, logs and actionable alerting
- Backup, restore and incident runbooks
Technical audits
- Architecture and reliability review
- Security and access-control review
- Cost and capacity assessment