Tim Frazer mark DATA LEADERSHIP

Tim Frazer

Director of Data Engineering & Analytics · Data Architecture · AI/ML · Analytics

I build data platforms, teams, and focus on achieving business outcomes with data. Over the past ten years, I've gone from being the first data engineer at a multiple startups to leading teams of 12 or more people across data engineering, machine learning, and analytics, and experience working in enterprises. I've set up HIPAA-compliant data lakes for healthcare companies, built near-real-time data pipelines for large e-commerce businesses, and developed 90-day machine learning roadmaps that were successfully implemented. I'm often called in when a data team or platform is struggling to keep up or don't know where to start.

Experience

Director of Data Engineering & AnalyticsTrust & Will
Jun 2025 – Present

Estate-planning platform — 1M+ users, 20,000+ advisors, 200+ enterprise partners incl. AARP, Fifth Third, LPL Financial, UBS & USAA. EstateOS™ launched 2025 · CNBC Disruptor 50, Inc. 5000.

  • Run a lean data team — data engineer, analytics engineers, analysts, and a data PM on Bauplan, Snowflake, dbt, and Estuary.
  • Leading migration to an Apache Iceberg lakehouse (Bauplan) — the first AI-first data architecture of its kind at the company, with source-level ownership and reproducible data over time, and root-cause analysis as the operating model.
  • Designed RBAC and data-masking policies for PII-sensitive estate-planning data, partnering on the compliance program.
  • Ran a data & AI maturity assessment on my own team found we were at Level 1 despite strong tooling (Cursor, Claude, Snowflake Cortex, Bauplan MCP). The gap was missing specification artifacts and data contracts, not tools.
  • Built a Data Value scoring framework and an Information Product Canvas with product owners to give the team a consistent way to prioritize.
Data Architect & EngineerLittle Big Things (Consulting)
Jan 2022 – Present
  • Molecular You — designed and built a HIPAA-compliant data lake from scratch (Snowflake, dbt, AWS, CI/CD). Two people, a tight budget, weeks not months. Built data masking and governance controls for sensitive health data in a scientific context.
  • Vanguard Charitable (Lead Data Architect · 2024–25) — documented and redesigned dataset architecture across multiple stakeholder domains and delivered a working AWS data-lake proof-of-concept showing what good data modeling looks like and doing real analytics could do.
  • Trust & Will (pre-hire) — gap analysis, team topology, and technical roadmap in three months. The engagement turned into the director role.
Director of Data EngineeringThrive Global
Feb 2023 – Feb 2024

Wellness platform — led data engineering, ML, and analytics across GCP, AWS, and Azure.

  • Grew the data engineering and ML team from 0 to 12 — senior engineers, analysts, and ML — and shipped production ML features to customers within the first 90 days.
  • Owned the full GCP data platform (BigQuery, dbt, Terraform, Dagster, Python) and set architecture and delivery standards for reliability, scalability, and ML-feature readiness.
  • Built a data governance and security strategy that lifted data quality to where the ML team could actually use it — not the state when I joined.
Lead Data Engineer / ManagerThrive Global
Aug 2021 – Feb 2023

First data engineering hire at the company.

  • Scaled from 0 to 3 engineers while managing GCP, AWS, and Azure infrastructure as the user base grew from thousands to tens of thousands.
  • Built the first data-warehouse ingestion process and the data engineering foundation the rest of the platform was built on.
Senior Data EngineerBonobos
Oct 2019 – Aug 2021

E-commerce — platform, pipelines, and data science infrastructure.

  • Migrated from Redshift/Luigi to Snowflake/Airflow — improved query performance and lowered ingestion costs using Snowpipes and AWS Lambda with Pydantic validation.
  • Built and managed a Kafka cluster for near-real-time CDC from the primary e-commerce platform.
  • Developed the AWS EMR and SageMaker deployment stack for the data science team.
  • Overhauled the dbt modeling process — testing, staging layers, documentation — and data reliability noticeably improved.
Senior Software EngineerBonobos
Oct 2017 – Oct 2019
  • Python, PostgreSQL, and API development for e-commerce systems. Owned data architecture and the messaging queue for the warehouse interface.
Applications Developer / ERP AnalystKit and Ace
Aug 2015 – May 2017
  • Built NetSuite applications for multi-warehouse inventory — cut order entry from days to minutes through warehouse integrations and scripting. Led development across multiple contractors.
Inventory & Forecast Analyst (Manager)PAI Health
Jun 2009 – Jul 2015
  • Built KPI frameworks across finance, sales, and operations. 50% increase in order-processing speed through NetSuite automation and warehouse-connector work.

Thought Leadership & Public Work

The Data Engineer Career Ladder in 2026 2026
Chris Gambill · Data Engineering Strategy — 52-min conversation
  • Data modeling still matters in the AI era — tools accelerate code generation but don't replace the judgment to design systems that hold up at scale.
  • The convergence of data and analytics engineering — boundaries are collapsing, and the T-shaped engineer who can talk to a domain expert is the one who ships.
  • Most orgs are stuck at Level 1 not because of tooling but because they haven't built the data contracts and specification artifacts agents and ML systems need.
Featured Practitioner 2025
Seattle Data Guy · Benjamin Rogojan

Featured as a Trust & Will customer voice on modern data ingestion.

  • A data engineer's time is better spent on transformation and downstream business value than rewriting the same ingestion scripts. Let the platform handle the pipe.

Technical Skills

Cloud
GCP (BigQuery, Dataflow, Pub/Sub, GCS), AWS (EMR, Lambda, SageMaker, S3), Azure
Languages
Python, SQL
Platform
dbt, Snowflake, BigQuery, Redshift, Airflow, Dagster, Estuary, Kafka, Apache Iceberg (Bauplan), Terraform
Governance
HIPAA, RBAC, data masking, data contracts, PII controls, data-quality frameworks

Teaching & Mentorship

Associate Instructor, Data & PythonBrainStation
Sep 2021 – Dec 2024
Data Leadership MentorADPList / PlatoHQ
Aug 2022 – Nov 2024
Mentored 50+ engineers, analysts, and directors across data engineering, architecture, and the IC-to-leadership transition.

Education & Certifications

Homeschool·Seth Godin's altMBA (2018)·Systems Thinking, Cornell
Certifications — Data Science (BrainStation)·Executive Communication & Influence, Strategic Planning & Complete Manager (Section)
Tim Frazer timothyfrazer.com