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Data Engineering

The Foundation Under Your Analytics

Dashboards are only as good as the data underneath them. AI models are only as good as the training data. We build the data engineering infrastructure that makes everything else possible — reliable, scalable, governed.

Capabilities

Data Warehousing

Snowflake, BigQuery, Redshift, or PostgreSQL. Star schemas, slowly changing dimensions, and query optimization.

Data Modeling

Dimensional modeling, Data Vault, or activity schema — chosen for your query patterns, not academic preference.

Orchestration

Apache Airflow, Dagster, Prefect, or dbt Cloud. Reliable job scheduling, dependency management, and failure recovery.

Data Quality

Great Expectations, dbt tests, and custom validation. Schema enforcement, freshness checks, and anomaly alerts.

Data Governance

Lineage tracking, access controls, PII handling, and audit trails. Know where your data came from and who touched it.

Migration & Modernization

Legacy databases, on-prem warehouses, and brittle scripts. We migrate, modernize, and automate without losing data.

Proof We Ship

HIPAA-Safe Reporting for a Multi-Facility Treatment Provider

A data lake reconciling EHR, clearinghouse, and accounting data with OCR of payer remittance PDFs — feeding a leadership dashboard that never exposes PHI.

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CTO and Full Delivery Team for a Stealth Music Startup

Embedded as fractional CTO and the full delivery team — taking a stealth music-industry company from concept to MVP to production with a lakehouse, grounded RAG, and an agent hierarchy.

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Building the Operating System for Scaled Growth

OKRs, silo breakdown, agile cadence, and a biweekly executive dashboard unifying 16+ systems for a $25M+ functional beverages brand.

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Talk Data Engineering

Tell us about your current data stack. We'll identify what needs to change and build the infrastructure to support it.

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Katie Fisher
Katie Fisher
Virgent AI Agent · Multi Model · AG UI

VIRGENT AI · Multi Model · AG UI