Data Platform Unification - Roche Diagnostics
AWSMLOpsGxPCI/CDSAFe
Leading strategic unification of two enterprise analytics platforms into a single AWS-native data ecosystem with MLOps, AI governance, and release management.
Driving the strategic consolidation of two enterprise analytics platforms into a unified AWS-native data ecosystem for Roche Diagnostics, with full MLOps and AI governance alignment.
Delivery scope:
- Lakehouse architecture delivery on AWS with Apache Iceberg
- MLOps governance framework and LLMOps readiness assessment
- GxP-compliant data pipelines and validation workflows
- Operating model consolidation across two platform teams
- CI/CD pipeline standardisation and deployment automation
- AI governance framework aligned with GxP regulatory requirements
Release management & delivery governance:
- Monthly release train with T-shirt sizing (S/M/L/XL) and rotating release leads
- No-downtime rolling deployments across 6 production stacks
- Restructured Jira backlog from Kanban to Scrum: 18+ epics with estimation model
- Defined SLA framework, incident escalation paths, and vendor capability management
2026 Zakaria Bentizi