I am always open to discussing data architecture, challenging engineering problems, or potential collaborations.

The best way to reach me is via email or LinkedIn. I typically respond within 24 hours.

If you are reaching out regarding freelance consulting or system architecture audits, please include a brief overview of your current tech stack in your message.