Portfolio

Selected work

Case studies focused on architecture, execution, and measurable operating outcomes.

Jobber

Enterprise semantic layer for governed AI and analytics consumption

Problem: Analytics and AI consumption needed to scale from trusted metric definitions instead of duplicated logic, disconnected dashboards, or unsafe direct access to business data.

Impact: Established a stronger foundation for consistent metrics, governed self-service, and AI-driven data consumption from approved enterprise definitions.

Architected and delivered an enterprise semantic layer using Cube as a governed source of truth for business metrics.
Exposed trusted metrics through a Model Context Protocol interface for standardized consumption by AI agents, LLM-powered applications, conversational analytics, and self-service dashboards.
Connected governance practices to how teams define, discover, reuse, and safely consume business logic without disclosing confidential internal architecture or company data.

Backlight

Analytics modernization and ELT acceleration

Problem: Data delivery was too slow and inconsistent for the needs of a modern analytics function.

Impact: Reduced data modeling and delivery time by more than 80% within the first few months.

Implemented a modern ELT architecture.
Created modeling standards and framework documentation.
Built a roadmap that aligned engineering execution with analytics delivery priorities.

Vidyard

Revenue systems and product-led growth architecture

Problem: Freemium and Pro motions needed stronger systems, data flows, and account intelligence to surface monetization opportunities.

Impact: Unlocked more than $15M in ARR opportunities and supported operating scale during company growth.

Architected self-serve GTM systems across product usage and account intelligence.
Implemented modern warehouse, ELT, and reverse-ELT patterns.
Managed the business systems portfolio and cross-functional technical delivery.