Graph View FastAPI migration
Replacing legacy Django shipments graph with a configurable visualization on Orders. Aggregation, time-period, and chart-type controls share filter state with the table.
FastAPI · Lit · in-devBackend Engineer @ Grip · Remote from Colombia
I write backend code for a cold-chain logistics platform in Miami. Perishable goods, tight delivery windows, warehouses that don't wait. That environment shapes how I think about idempotency, retries, observability, and what it means for software to truly work.
University of North Florida graduate in Computer Science, full LAC Scholarship, now shipping in production at Grip Shipping since January 2026. I ship features real users touch. A bulk upload spanning FastAPI backend and Lit frontend that saves the largest external customer ~5h every week. A billing module that captures seven fee categories the moment they're incurred instead of reconstructing them later. A webhook layer that survives retries cleanly. An observability layer that surfaces silent failures before they reach clients.
Bilingual Spanish and English, full university degree completed in English. Intermediate German. Remote from Barranquilla, Colombia, with hybrid/on-site availability from Bogotá.
LIVE Now building · in development
REST endpoints that connect external client systems to a core platform. Type-safe, documented, observable. Built for the integration layer that doesn't have a fallback.
Idempotency keys, retry logic, structured error handling. The same external event arriving three times produces one record, not three. State stays consistent across distributed services.
Structured logging and metrics that surface silent integration failures before clients notice. Built around the principle that systems can fail in ways that look like success.
Bulk ingestion with row-level validation, ML feature extraction, automation scripts that surface anomalies before they escalate. From spreadsheet upload to fraud classification.
Grip Shipping, Inc. · cold-chain logistics SaaS
Client Integrations team. I build backend services on Grip's proprietary Pulse OMS, the order management system that connects external client systems with the core platform.
Python · FastAPI · SQL Server · Redis · DuckDB/Delta Lake · Databricks · REST · Webhooks · Azure App Insights · GitHub Actions · JavaScript · Lit
University of North Florida
First-line troubleshooting for 900+ students per semester across lab systems, software environments, and accounts. Documented recurring issues to reduce repeat incidents and speed up handoffs to senior staff.
SalesLand Colombia SAS
Cleaned and validated recruitment and performance datasets in Python and Excel. Built automation scripts that cut manual reporting time and surfaced anomalies for leadership to act on before they escalated.
End-to-end feature replacing one-by-one shipment notice creation with bulk spreadsheet ingestion. FastAPI backend with CSV parsing and idempotent row-level validation, Lit frontend with drag-and-drop and inline error surfacing.
Real-time classifier identifying fraudulent job postings. Trained end-to-end on 17,000+ listings; deployed through Streamlit with explainable predictions.
Multi-user personal finance app. Relational schema design, JWT auth, role-based permissions, end-to-end implementation from API layer to React frontend.
Essay · 2026 · ~5 min read
The thing about working in cold chain is that software failures have consequences you can actually see. A missed shipment notice is not just an error in a log. It is inventory arriving at a warehouse with no workflow ready to receive it. Sometimes that means product sitting on a loading dock. Sometimes it means spoilage.
Three lessons production taught me that university never did:
School teaches you to make things work under good conditions. Production teaches you to think about what happens when conditions are not good. That is not an edge case. That is the environment your code actually lives in.
Short reflections I publish on LinkedIn, about backend reliability, what production teaches you that school doesn't, and notes from the integration layer.
See all articles on LinkedInUniversity of North Florida
Databases · Data Structures · Systems Programming · Computer Networks · Algorithms · Software Engineering. Full degree completed in English.
University of North Florida · upcoming
Admitted to the M.S. in Data Science program; enrollment timing under evaluation while I focus on growing my current role.
Talk soon?