Breaking Barriers—How USAA is Redefining Data Access & Governance in Financial Services

Cody Nolden shares how USAA tackled the fundamental tension between enabling rapid AI development and maintaining rigorous data governance. Facing challenges like the “scratch data swamp” and compliance bottlenecks, USAA developed a new governance framework tailored specifically for AI experimentation. Their solution—automated, temporary data sandboxes provisioned in Snowflake and integrated with Domino—enables self-service access for data scientists, while retaining strong security, auditability, and lifecycle controls.

Key Takeaways:

1. Governed Temporary Data Access is a Game-Changer
   USAA’s integration of Domino with Snowflake enables dynamic, secure data access for modeling—without violating compliance.
2. ML Governance Doesn’t Have to Slow Innovation
   By embedding governance into the modeling workflow, USAA gave teams the freedom to move fast and stay within guardrails.
3. Platform Standardization Drives Scale
   USAA transitioned from fragmented tooling to a unified, reproducible environment, accelerating delivery across business units.