Data Architect - Data Lake & Data Engineering
- Enterprise Lakehouse reference architectures and standards
- Production validated Unity Catalog patterns and guidance
- Documented evaluations and recommendations for Microsoft Fabric and Azure Databricks
- Reusable architecture artifacts that enable consistent, governed delivery
- Define, evolve, and own the Enterprise Lakehouse architecture, with Azure Databricks as the primary data engineering platform and Microsoft Fabric evaluated for targeted workloads.
- Maintain hands-on ownership of architectural standards ensuring they are practical, enforceable, and proven at scale.
- Consult on design of scalable Lakehouse patterns supporting analytics, AI/ML, and application consumption.
- Lead adoption and operationalization of Unity Catalog, including:
- Catalog, schema, and storage location design
- Identity, access boundaries, and privilege models
- Data sharing, lineage, and governance alignment
- Define and validate Delta Lake/Delta table standards for performance, interoperability, and long-term maintainability.
- Provide hands-on guidance, examples, and enablement to data engineering teams using Spark, Delta, and Databricks SQL.
- Perform targeted architecture evaluations of Microsoft Fabric capabilities, including:
- OneLake architecture and domain organization patterns
- Consult on shortcut vs. mirroring approaches (tradeoffs, limitations, and governance impact)
- Security and governance alignment with Unity Catalog (duplication risks, access boundaries)
- Capacity planning and workload placement (Fabric capacities vs. Azure Databricks workloads)
- Interoperability patterns between Azure Databricks and Fabric
- Contribute to readiness assessments for Fabric features (e.g., Lakehouse, OneLake, RealTime Intelligence), with clear recommendations on appropriate use.
- Establish and enforce enterprise architecture standards aligned with security, compliance, and data governance policies.
- Influence CI/CD patterns for Lakehouse assets and architecture artifacts in Azure DevOps.
- Partner with platform and governance teams to ensure consistent data quality, lineage, observability, and cost optimization guardrails.
- Track and communicate architectural risks, priorities, and blockers impacting Enterprise Lakehouse adoption.
- Optimize cost efficiency by influencing:
- Workload placement decisions
- Storage and compute patterns
- Consumption and access models
- Validate performance and scalability of architecture through hands-on testing and tuning.
- Azure Databricks (primary data engineering platform)
- Unity Catalog
- Delta Lake/Delta Tables
- Apache Spark (PySpark/Spark SQL)
- Microsoft Fabric/OneLake (architecture evaluation and selective usage)
- Azure Storage
- Azure DevOps (work item tracking; CI/CD concepts)
- Product Manager - Data Lake & Data Engineering
- Data Engineering, Data Lake, and Unified Data Enablement teams
- Platform, security, and governance stakeholders
- Strategic technology vendors
- Develop and maintain clear, consumable architecture artifacts, including logical and physical models, data flow diagrams, and reference patterns.
- Mentor data engineers and peer architects on Lakehouse standards, best practices, and platform usage.
- Collaborate closely with Product Management, Data Engineering, Data Lake, and Unified Data Enablement teams.
- Engage with vendors and internal stakeholders on architecture, governance, and platform direction.
Houston, Texas
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