Senior / Lead Platform Architect
McKesson View all jobs
- Mississauga, ON
- Permanent
- Full-time
- Define and maintain the Azure Databricks reference architecture for AI data preparation, grounding (RAG), orchestration, telemetry, and governance.
- Establish Databricks platform standards and guardrails, including workspace patterns, Unity Catalog design, compute policies, and cost controls.
- Ensure Unity Catalog is the system of record for AI data access, enforcing fine grained permissions, data masking, lineage, and auditability.
- Standardize embedding, feature, and context management to enable reuse of AI ready data assets across use cases.
- Operate AI intake and onboarding for Databricks workloads, ensuring proper classification, governance routing, and dependency alignment.
- Architect secure integration patterns between Databricks and downstream AI services or applications, preventing unapproved data egress.
- Embed quality engineering into AI pipelines using MLflow, evaluation datasets, telemetry, and drift monitoring before production rollout.
- Ensure production readiness and operability of Databricks AI workloads through Jobs/Workflows standards, monitoring, and KTLO handoff.
- Apply AI security and compliance by design within Databricks, including identity enforcement, sensitive data protection, and audit logging.
- Enable delivery teams through Databricks specific playbooks, templates, and coaching to accelerate compliant AI adoption.
- 7+ years in platform, solution, or enterprise architecture with hands on experience in Azure Databricks.
- Proven experience designing AI/analytics data platforms, including governance, security, and large scale data access patterns.
- Strong understanding of RAG, vector retrieval, data governance, and observability in production environments.
- Experience working in regulated environments with security, privacy, and compliance requirements.
- Experience enabling GenAI or agentic use cases on Databricks.
- Familiarity with Unity Catalog, MLflow, Vector Search, and Azure-native security patterns.
- Azure certifications (AZ 305, AI 102, AZ 500) strongly preferred.
- In office requirement, we are Flex and Connect with 2 days a week in office