Full client engagement pipeline demonstrated on fictional Series A SaaS data: 90,950 CRM rows, 1,025,447 Stripe
transactions, 115,500 QuickBooks invoices, 200 enterprise contracts — the exact profile of a typical new
engagement....
Interactive Streamlit dashboard backed by DuckDB — 167,858,646 NYC Yellow Cab records across 4 years (2022–2025),
48 Parquet files, queried live on a single workstation....
Migrate off Databricks in 4 stages.
172M rows/sec. 80% lower cost.
I replace overpriced Databricks and Snowflake stacks with DuckDB — faster, cheaper, and completely under your control.
Audit → Migrate → Automate → Secure. Fixed-fee engagements. Results in days.