At Entrata, I rebuilt the CRM reporting system in Python and Django REST Framework, migrating about 40 reports with zero unreconciled discrepancies at cutover. I also led delivery of an AWS call transcription and classification pipeline designed to recover from individual stage failures.
I build partner-facing APIs and integrations that reconcile inconsistent external data, and I own production services from design through monitoring. At ChowNow, I built a distributed pipeline for generating restaurant-branded mobile apps and helped coordinate an emergency update campaign across 3,000 live Android apps.

