Analytics Engineering Manager | Solutions Architect | Full-Stack AI Engineer
Building data platforms that drive revenue and trading systems that capture alpha.
I'm a polyglot engineer with 10+ years of experience designing and shipping production systems across retail, fintech, healthtech, and banking. I lead teams, architect platforms, and write code—often all three in the same week.
By day: Analytics & AI Engineering Manager, leading a team, building competitive pricing intelligence, demand forecasting, and enterprise data platforms.
By night: Co-founder of a fintech trading platform combining quantitative signals with market cycle theory and my trading experience.
My architecture philosophy: scalability, decoupling, security, and compliance aren't afterthoughts—they're the foundation.
Snowflake dbt Airflow Databricks Spark Kafka Medallion Architecture Data Quality Frameworks
scikit-learn XGBoost MLflow LLM Engineering RAG Systems Prompt Engineering
Python TypeScript JavaScript Go React Node.js FastAPI
AWS GCP Docker CI/CD
PostgreSQL MongoDB Redis Elasticsearch Snowflake BigQuery
I design systems with these non-negotiables:
- Scalability — Handle load without redesign
- Decoupling — Bounded contexts, clear interfaces, no hidden dependencies
- Security — AuthN/AuthZ as first-class citizens, not bolted on
- Compliance — Audit trails and traceability for regulated environments
- Idempotency — Operations that are safe to retry
- 💼 Open to consulting engagements in data platform architecture and ML systems
- 🤝 Always interested in conversations about trading systems, data engineering patterns, and AI/ML in production
- 📫 Reach me at amiteshrai@outlook.com


