Find the invariant.
Strip noise. Name the constraint. Design around what doesn't change.
The systems matter. So does how you enter them.
Canada
Current location- Canadian citizen
- Based in Toronto, Ontario
- NEXUS card holder
United States
Work authorization- TN visa eligible; no sponsorship track, lottery, or employer immigration cost burden
- Open to US relocation
- Open to H-1B or green card sponsorship if needed
Working Set
Working Set
01Languages
- Python
- SQL
- Java
- JavaScript
- TypeScript
- R
- C
- Bash
02Data & ML
- Pandas
- PyTorch
- TensorFlow
- Scikit-learn
- Apache Spark
- Kafka
- Airflow
03Cloud & DevOps
- AWS
- GCP
- BigQuery
- Docker
- Kubernetes
- Terraform
- Git
- Linux
04Web & Data Stores
- React
- Next.js
- Node.js
- PostgreSQL
- MongoDB
- Redis
- GraphQL
05Analytics & Visualization
- MicroStrategy
- D3.js
- Tableau
- Power BI
- Jupyter
- Excel
06Methodology & Delivery
- Jira
- Confluence
- Agile
- Scrum
- Kanban
- CI/CD
- TDD
Selection logic
- ExploreFind, access, and understand data.
- ModelBuild, train, and evaluate models.
- ShipPackage, test, and deploy reliably.
- OperateMonitor, iterate, and deliver impact.
- SQL, Python, Pandas, BigQuery, Jupyter
- PyTorch, Scikit-learn, Spark, Airflow
- Docker, Kubernetes, Terraform, CI/CD
- MicroStrategy, Tableau, Jira, Monitoring
From reproducible research tooling to owning mission-critical production data systems: ramped from zero domain knowledge to full ownership of a multi-source pipeline in weeks, was promoted to Technical Gatekeeper within three months, then widened from individual pipelines to platform concerns — performance re-architecture, fleet-wide observability, and team-wide engineering standards.
| From | To |
|---|---|
| Reproducible research tooling | Idempotent production pipelines |
| "Make it work" correctness | Performance-engineered systems |
| Per-job SQL ETL | Config-driven observability across 12+ pipelines |
| Individual execution | Technical gatekeeper for a domain |
| Reactive incident debugging | Proactive data-quality gating |
| Technical-task reporting | Business-value storytelling for directors & VPs |
Make failure visible.
Instrument early. Surface truth. Learn in public, fix in time.
Leave a system easier to trust.
Document decisions. Reduce friction. Build for the next operator.
Growth map
- Data engineering
- Research systems
- Production ownership
- Platform thinking