Moving from Snowflake Streamlit Warehouse Runtime to Snowpark Container Services: Restricted Caller Rights, Installing Third-Party Packages and Building Enterprise AI Applications

In this article, we explain why enterprise AI apps take this path and how to configure it correctly. We cover Row Access Policies with CURRENT_ROLE(), the new restricted caller’s rights model, granting CALLER privileges, and the precise SQL for network rules and external access integrations to install PyPI packages, and an end-to-end example of an authenticated user triggering a restricted caller’s‐rights query.