From raw data to business outcomes.

Ingestion & Pipeline Engineering

Reliable data movement from any source — APIs, databases, event streams, flat files — on schedule and with full observability. I design pipelines that handle schema drift, late-arriving data, and failures gracefully.

Deliverables

• Source-to-landing pipeline architecture
• CDC and streaming ingestion setup
• Error handling, retry logic, and alerting
• Pipeline orchestration (Airflow, Prefect, or managed)

Warehouse & Storage Architecture

The foundation your entire stack runs on. I design storage layers that balance cost, query performance, and flexibility — whether you're starting fresh or migrating from a legacy system.

Deliverables

• Warehouse selection and configuration
• Schema design and partitioning strategy
• Data lake / lakehouse architecture
• Migration planning from legacy systems

Transformation & Modeling

Clean, tested, version-controlled transformations that turn raw data into analysis-ready datasets. I build modular dbt projects with documentation, tests, and lineage tracking baked in from day one.

Deliverables

• dbt project setup with testing framework
• Dimensional modeling and staging layers
• Data quality checks and anomaly detection
• Incremental processing for large datasets

Semantic & Metrics Layer

One definition of every metric, enforced everywhere. I build the layer that ensures "revenue" means the same thing in every dashboard, report, and downstream system.

Deliverables

• Metric definitions and business logic codification
• Semantic layer implementation
• Self-serve query interfaces
• Metric governance and change management

Governance & Compliance

Know where your data is, who owns it, and who can see it. I treat governance as a design constraint — not a retrofit — covering PII classification, access controls, retention rules, and audit readiness.

Deliverables

• Data catalog and lineage documentation
• PII classification and access control design
• GDPR / CCPA / HIPAA compliance mapping
• Retention policies and data lifecycle management

BI & Analytics

Dashboards, reports, and alerts that drive decisions — not just display numbers. I build reporting systems that business teams actually use, with the right level of self-serve for each audience.

Deliverables

• KPI framework and dashboard design
• Embedded analytics and automated reporting
• Finance, operations, and workforce analytics
• Alert systems and threshold monitoring

Automation & AI Enablement

Close the loop between insight and action. I build the data infrastructure that AI systems actually need — governed context, clean retrieval patterns, and pipelines that feed models, agents, and automation workflows.

Deliverables

• Reverse ETL and operational analytics
• AI-ready data layer design
• LLM integration and context pipelines
• Workflow automation and agent infrastructure