+ years in systems design, architecture, or engineering roles, including 3 - 5 years designing end-to-end data platform architecture at the architect / staff level
Experience architecting the integrations of a modern customer data stack — product analytics, experimentation, attribution, and marketing activation tools (e.g. Amplitude, Eppo, Harness, AppsFlyer, Braze)
Experience in Snowflake or similar cloud data platform, including performance tuning, cost optimization, and role-based access design
Experience leading vendor evaluations, tool consolidations, or platform migrations
Experience implementing data governance, security, and compliance frameworks, including PII handling and deletion/DSR workflows across multiple destinations
Demonstrated experience defining architecture standards adopted across a team or organization, and enforcing them through automation rather than manual review