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Gabriel Undrerwood

Engineering executive specializing in production ML systems and enterprise SaaS

San Francisco, CAHead of Engineering / VP of Engineering26 years experienceExecutiveEnterprise SaaSTransportation & LogisticsAirlines
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About

Engineering/data platform leader from FLYR (airline ML forecasting and automated pricing) who built scalable ingestion/ETL and a canonical data model to onboard airlines with highly heterogeneous source systems. Created a golden-metrics layer for airline KPIs and implemented monitoring/backfill capabilities, cutting onboarding time by 50%+ while improving SLA performance and controlling cloud/ML training costs through stronger data quality gates.

Experience

Head of Engineering / VP of EngineeringFLYR
Director of Software EngineeringCA Technologies
Director of Software Engineering, PerformanceCA Technologies
Development DirectorIris Financial Solutions
Technical ManagerIris Financial Solutions
Team LeadIris Financial Solutions
Sr. Software EngineerIris Financial Solutions

Education

Carnegie Mellon Universitybachelor, Mathematics/Computer Science

Key Strengths

  • Built canonical data model + data platform enabling generally-available features across diverse airline customer data sources
  • Reduced customer onboarding time by over 50% via ETL tooling, operational capabilities, and onboarding playbook
  • Established golden KPI/metrics team to standardize business logic and prevent inconsistent downstream analytics/ML features
  • Implemented robust data ops (freshness/quality monitoring, alerts, backfills) to improve reliability and speed find-fix-test cycles
  • Scaled engineering org alignment with Program Review/Scrum-of-Scrums including Product, Sales, and Customer Success to manage dependencies and priorities
  • Led major data model migration (natural key to synthetic key) coordinating changes across R&D and BI; improved performance, inference SLAs, cloud spend, and developer velocity
  • Drove cloud cost reduction by tightening data quality gates before repeated ML training cycles
  • Strong operating cadence and meeting/decision hygiene (right attendees, action items, architecture reviews with pre-reads)

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Contact

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Languages

English

Skills

LeadershipScalingHiringTeam BuildingTechnical StrategyAI/ML Decision SystemsMLOpsPerformance EngineeringObservabilityProgram ManagementCloud FinOpsSecurityComplianceProduction Machine Learning SystemsEngineering Process