Low-margin review
A manual, multi-file investigation across cost and sales data that swallowed hours every cycle.
A repeatable Python pipeline with cost checks, severity rules, evidence, and reviewer-ready Excel output.
SELECTED WORK
A few systems I've built and the measurable change they made — followed by an interactive look at how the components fit together.
A manual, multi-file investigation across cost and sales data that swallowed hours every cycle.
A repeatable Python pipeline with cost checks, severity rules, evidence, and reviewer-ready Excel output.
Two systems that never quite agreed, with discrepancies buried in hundreds of thousands of rows.
A high-volume comparison that normalizes records, isolates differences, and outputs structured audit tabs.
Recurring jobs that failed quietly, with no clear status and painful recovery when something broke.
Scheduled jobs, APIs, intake, validation, reporting, and monitoring wired into one visible, traceable flow.
AUTOMATION ENGINEERING
End-to-end systems built with Python, JavaScript, APIs, scheduled jobs, file processing, validation, reporting, and monitored infrastructure. Select a workflow to see how its components work together.
LET'S TALK
I'm happy to talk through the design decisions behind any system here. Book a time or send a note.